{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<https://github.com/shunliz/Machine-Learning>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "%matplotlib inline\n",
    "from sklearn import manifold, datasets\n",
    "from sklearn.utils import check_random_state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Min\\AppData\\Local\\Temp\\ipykernel_7568\\1790513234.py:14: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6.  This is consistent with other Axes classes.\n",
      "  ax = Axes3D(fig, elev=30, azim=-20)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x213b93a4b50>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_samples = 500\n",
    "random_state = check_random_state(0)\n",
    "p = random_state.rand(n_samples) * (2 * np.pi - 0.55)\n",
    "t = random_state.rand(n_samples) * np.pi\n",
    "\n",
    "# 让球体不闭合，符合流形定义\n",
    "indices = ((t < (np.pi - (np.pi / 8))) & (t > ((np.pi / 8))))\n",
    "colors = p[indices]\n",
    "x, y, z = np.sin(t[indices]) * np.cos(p[indices]), \\\n",
    "    np.sin(t[indices]) * np.sin(p[indices]), \\\n",
    "    np.cos(t[indices])\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, elev=30, azim=-20)\n",
    "ax.scatter(x, y, z, c=p[indices], marker='o', cmap=plt.cm.rainbow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x213b9442fd0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_data = np.array([x, y, z]).T\n",
    "trans_data = manifold.LocallyLinearEmbedding(n_neighbors =30, n_components = 2,\n",
    "                                method='standard').fit_transform(train_data)\n",
    "plt.scatter(trans_data[:, 0], trans_data[:, 1], marker='o', c=colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD4CAYAAADy46FuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOyddZxc1fnGv+dcGVvfbNzdgRBHgru7OxRv0fKjQKEtNaRAi7u0aHCHQEiAQEhCEuJuu1n30Svn98ednd3ZmQ0BElogD58lu3eunHvn3POe877P+7xCKcUO7MAO7MAO7EBHkP/tBuzADuzADuzA/zZ2GIod2IEd2IEd2CJ2GIod2IEd2IEd2CJ2GIod2IEd2IEd2CJ2GIod2IEd2IEd2CL0/3YDvg86deqk+vbt+99uxg78TDF37txqpVTJf+PaO/r2DmxPfN++/ZM0FH379mXOnDn/7WbswPfA6oXr+fCZT4mGY+x25DjG7j8KIQQA8Wicj/7zKbPf+ZpOPYo47MID6DOs54/eRiHE+h/9okn8FPr2hoo6nnrvK6rqwowd0pN+XYtYsHIzeSEfB04aSufC3P92E3egA3zfvv2TNBQ78NPEq/e+z2M3Po+VsHEdl4+fn8XYA0Zzw78vIxaOcdnE66lYX0UsHEfTJe88Oo3fPnU5exwz4b/d9J88SmsbWLSpgs75Oezcu1vKOGfD0jXlvP7JIhqao4wa2J3DpowgN+gH4O/Pf8yzn8wHBSjF5wvWIlzvOEPXeOjVWfz21H14+uUv2VRejwJ6di/g1iuOYFDv/8oibQe2AcRPMeFu7Nix6n991vW/juVfreK1+96jrqKBiYeOIZAbYOpdb1Ff2cDoPYdz1i0n0GNQt212vfrKBk4fcgWJmJW23R/yccO/L2PVvNU888eXMj7PKQjxYsUj6MaPN6cRQsxVSo390S7YBtu6b7uu4rxHpzJ79UYUIIWgW0Euz1x0Ip3zcjL2/887c3ngpc+IJ+zUNgmcdfh4+vbvxP899g4tI4awFVoCMkyOUmhR1WqMlEJIQe/cXDZvbqCoMMTpJ03iqEN23qLB2oFtj+/bt7f72yeEOAi4G9CAR5RSf233+VDgcWAM8Dul1O3bu02/FIQbIrx233t88cZcCjrncfTlh7DLPiN55/GPuffyx0jELJSr+PqjRbi2i8J7uWdO/YKv3pvP/XP+Rrd+nVPnU0pRuakG3dAp7lrwrddvqgtjmDr+kI95Hy1G0zUg3RDEwnFmvjKblV+tyDASAK7jsmbhegbvOuCHPo5fHGYtW8/lT71OGNt7+xQ4rqK0rpGLn3iVly4/LW3/2oYI97/4KQnLSdvuKsUzb80hVOyn7bRS2lmMRBJKE6mVBkKgXMXGqgaEVFTXNvOvB6fxzL8/o0/3Ik49ZTK7jum7je56B7YHtquhEEJowL3A/sAm4CshxOtKqSVtdqsFLgeO2p5t+bki3BBGN3V8AV/69sYIF429jurSGqy4Nzv84s157H3ybnz+2lfEI4nUvk7bgUF4s9B4JM5zf32VKx68AIC5Hy/hT2ffT7Q5DoDpN/jNXWewz3GZbqFlc9dwx2VPsnltJQC77jOC3Q/eiWyTRykF/qCPYG4g6/05jkMgx7/1D2QHAPhs6TouffRV4qZK5zZqoBxYtrmaqqYwIqFYs76Kbl3yWbqhEk1KIN1QIAQJ28GpjkDOd1wBKIWwXGJFGk5AggLhQLDKobo+TG1VM/MXbGC/fYdz/XVH/NDb3oHthO29ohgPrFJKrQEQQjwHHAmkDIVSqhKoFEIcup3b8rPC8q9Wcfu597FxWRlCCsYfvAtXPXoReUVeIPGN+9+nurQ2ZSTAWxF89J9PEcEAMieEUsqbESpQVgJlte7r2C6LPlsGQOnqCm486R5cx019nohZ3HbRY5T0KGLUpEGp7VWltVx3zD+IheOpbXM/WkzlxhqyeTkNn8H+p+/JyMmDWDF3TdpxQgq69utCryE9fujj+sXAdV0uePhlvly+ESVAxkFpoAxap/8SlKu444H3+XLGKqQQKKBbv6LsJ01+cVKlGwlXB5HN9QQIF4Tl4t8cpXZUEGG75KyJoyUUiUKDcGeDnFIXmVxEfjhtCbn5AaZ/uoLGphhDB3fj0l/tw5BBXbfFY9mBH4jtnUfRA9jY5u9NyW3fGUKIC4QQc4QQc6qqqrZJ436qqNpUwzX73sK6RRtxbAc7YTP77Xlcu/8fqNxYQyJm8cVb87Dima6cFghdR5omwjQRPhOZk4MMBdP26Zp0O02974M0I9ECpRSP3PxS2ra3Hv8Eu43BAbAth83rqjn3zycRyPETzPUTyPFj+AzOuOlYBu3Slz2OncihF+yH4TcI5gUI5Pop6VnMH1/77fd9TL9IHPuPZ/hixUYQ3gAu8Gbwom1XEKAn4ItpK3AtFyfh4CQcNi6vIp7I3mekgpziAPEiiBWCFQBX835a7L9paAhAiymE6+Kv9IyE0WxT/E0zwQoLf51NzrooRd80k8iV4HpHu1Lw6pvzqakNY1kO3yzexK+vfZb1G2pQSuFk6X878ONhe68osk02vlf0XCn1EPAQeAG/H9Konyoaa5vZsKyM6c99ip3IHIxXz1/PObtch2YaFBZ07K4RUoIQmYFE00QlEuA4+IImJ//2KAA2rtjc4bnK16Ub7Q0ry7ETTsZ+QkAgL8hz6/7JV+8tJBZNsOu+IylKxjqEEFx4x1kce8XhLPl8OQVd8hm1xzCk3JETurWoaGhmZVlNxksnAJzkwiD5YeFamzZ/pv7V6m1EkekNzMmVhECAVGwOxFDJr8MJgmsKZEKBBlocHB1uPmp/7rv3I5rjccLdTGyfoNP8KLLNOC9dEDEXsz6BUNIbEIQXP2mLRMLmpj+/yub6JmJxi749i7niV/uzy8he2+iJ7cDWYnsbik1A22+1J1C2na/5k0akKcrXHy1CapIx+47CFzBRSvHoTS/w2v0foJs6kZoG3HazdgCUIhGNIx1FdcLyRuf2/h4pQdM6vL7mM8kJGVx699mM3H0oAGP2GcE3s1Zm3b//qPSXdvj4Acz9aBHxaPrMNBqOc/dV/+aL9xdxxT9OI5SXGZOINEV59YEPmT51NlII9jtlMidddRi+gNlhe3egFe8uXP6t+yjggGEDWDB3aVaDoiUU4d6Cy3adzPTZK2luihK3LDbkxrANlbaz0sGRwlu12A458xq47+3/oAnBkAElzOnsYkayrwSEAl+thQq2xtZcCa4B0vKMiesq1q+txmhKYOiCjc0VXH31fzj3rD058fgJaNqOScSPhe1tKL4CBgkh+gGlwEnAKdv5mj9ZfPLSF9x+3gNomua9iEpx47O/pqa8gdcfnEYiZpGIWbgdck1AJI2A7SiEaaLi8VaDISUyFOyQkiiEYMikodzx1jVpL+Hh5+zFC3e/kwpkt0BqkvN+f1zatoNO252p976PbTk4dptBQghs2+XLDxZy8xn3c9urV6Yd59gOVx74F0pXlafiKlPveY9Pps7GMCQN1U3stOcwzrzpWPKKcpj7wUKqNlXTpU9nJh42BsM0vv0B/4yxrqaOO6d/CpC2UmgLBXQvyOXOkw9jv38vzRozApA+yZTJgzjz0HFccty9zMuPYJf4su8sAEfR9aNatJjrMatQbF5dhepVhKuJDn0IwgUlBTgu4W4m8UKZaryvwSVY7iBtF6UJ0CTSVmA7PPbIdF5/dwGjdunN0IFdOWjvEYSCHbRvB7YJtquhUErZQohLgffwCHqPKaUWCyEuTH7+gBCiKzAHyANcIcRvgOFKqcbt2bb/NhzH5ZuZS2moamLE5MG4jstt595Pot1M/JYT/kFJ387EI96AL/x+ZE4It7oG3HazNV1PGQoA6TNR+bkIxwEhQblgJ30QHRiL1aurufHsh/ndvWcSyvXcVwrot+sglny21DseyC3O4ZZnLmFAuxVFTn6Qf027gSdufYXpr3zlDfpCeCsZwE44rFywno0ry+nVJlD55bsLqFhflRZ8T8QtytZUohyvzTOmfsnMV7/Cbo6gkvdu+HRyCkLc+ckf6Dm4+3f4Bn5e+Nv7M4i7LsIArV2YQeEFs3MCBg+ecTRCQFHIT3VzLM2gKMAxFbbr0iU3h9kzllNRWoeGhrBNlJ6lzygIlsaRlkK0MQiu45JTkaCxpw/XJxHR9OmN1CTDx/ejsCDIx4tXEi+QIFv3iOdLhK3IW2ehjBZ/l0IJQSJPp7SuidLpS/j48+U89dIXPHTbaXTplPcDn+IOdITtnkehlHobeLvdtgfa/F6O55L62SMRt/jzKXfz+Rtzk2O1wAwYKBeGjBuA62ROvYQQ1G6u834PBb1VgRCITsW4jU2oRALd0HCQCF+7WZXw4hEtxiOVXGk74LqoFv+/8NwH+ExsR7Fo9hruvOY5bnzgLAD+ctnTrFxUigiGUqe2dIPm5laKbVsUdyvgqn+dTUVpfVaXla5rVG6qTTMUy+etzVixpLUZzxWBY3uus6ShsOI2dZUN/PGEO3lw/i83BefLdV5CnUqGptoaC9cHe47ox1+OOpDCUICP31mIVdqAyDHSBmdpufjKwowa2ZUcv4+Vi8uIRhLkrBc0DAskZ/uZxsJoshF2Zt/NXd6E1i+PhlGQv6AJaSsEAkNK9jtoFAunL2XV5gbq9ikBrd15pSBeqME6wHaRYQsCBvECIxmhT8q+JBziiQgnXfAwQ3uVcM4ZezBu134/6FnuQCZ2OPl+RPxql2v47NWv0pb8iaiFFbdY+sWKjAA1eC6ZHv27IA0dpPQC0aaBCAXRunXB6NOLfX91MIHCvEyXkmGCpqE0LfmOC8+Y5IbQC3L522tXktOlEOH3QU4ITC8WYCUcZk9fxsrFpVSW1rHoq7XY7ZKw4lGLqQ9N3+L9jpwwAMOXORdJJGz6DU8nv3Xt3Qn/1rgP2qxOUlCwaUUZlRurv/34nyn8hu4FmgW4AbBzvR8rF3IL/Pz92IMoDHlxoQ9enUciYuErbcKsDGPUxTArw/jKm9FsRc3HG1FK0bVnIf6AiZZQdP2kAaPe8VhKrqIAI+XfSuTpqCxTzqBp8vs9JzMqZhIvBBUCoznKLkO6MHPqV5RvqMW2HFwz+zCkNMBVaM0WaDK5MhJZjZXtuixbtpnrb3qJl1/dodqwrbHDUPxIWPrlSjYtb2UPtR/UHaEhiwqQJUWIvJzUYCiE4LxbT8IM+lKzfpKsJZL8908/XMpfXr2SXfcZQUFJHkPH9sffKR+K8iAvCDkBKMhBmUbK2Cgh+PDdxYRjDhhG6uXzXkYdS5NcfcbDXHDk3SiZPfhdW7Vl7+AR5+5NIORDtpkt+gIm+x0/gaIu+Wn77nnMeHQz/Tqp1UQby6qUygzQJ5+TY2WyrX4p2LlXNy8/QsOLbyV/hITL95lEnt9bajQ3RNi0dBPUNyPCEbTGKHpTHC3upFxDkeY4sUiCPQ8chenTvZVvg0P3j+rp81Ydoz6LY/mS+RkmhPv6cPwabdMsNF1SUJzD/OlLqZm5jtyFdRir6nGbYnz96UoSsdZJkdGQnZKrRxUK1zNIMruBaA/bdnnosU+IxhJU1TSxaHkZzeHMleoOfDfsEAXcDoiGYzz5+xf44OkZOLbDpMN3pUufLQii+X3IwgLvPRACDAMRDGI0NbLv6XsQRXLGzcfz6K2vJ6mEbV4YIXBdRV19lFunXpHafO6hd1K6vjppUJIbgz5UNIFwXXIKQ3zy7kIvUGirVv+xoYPmTU3jbSU1pES0iYlousaY3Qdv8TkUlORyz3vX8dRf32DOx0sI5QU48vy9OPzsKRn7hvIC3PHe/3HRbr/HbRsEdzIHf2VnrrwKuxak8j5+iejTqRBW4RmJNvZWk5JYMq5kJWyuPPouajfVIlqMrWWD40LAl+pXwVw//qCJEII7nrmA2//vJVYv3YxCMWRET675y/Ec89wLYCf7hxSUHVBE0dxGQpvi+A2D3fYfwXm/PYSzJt6C1W6l7NqOlyEuIdIrgLQsXKkjbIGQHvFCKkHPknxqimPkbEp4bdQlMu7i+mT6O6BUmuvLdlyOPvN+mqwEKtn/Rw3qxv23nryDbv09scNQbGMopfi/g//MynlrUwlv05//HMNvInJzUJFokoEkIBRE5IYQpOc0CCFAE5TsPJBpn69nxlebvJm0nv3rcl2XzetrUn+vX11JdWVj1hmY8BmYyqXRVrjKRpgG2HHcFl+1JrOyooRPh6gXk9ANjWCunxMv3vdbn0eXXsVcc+9Z37ofQJ+hPTCDfmLNsdaNSqXiEcFcP7HmKHa7IL4v6ON3z/7mFy0wt1P3rgQNg4iVPjs3NY0RXT0DOuu9b6je3JDORgPv+bouaBqmqXH0qRNxXYWmCXr1K+Hu5y6iuTGKECJFcDhqp+H856v5xJNGyPVL6vcopG+v7jxw8lHk+EwScRvHdjJZWErhmJLyA0tw/NILVtsumOBrdOidm8dJB43lH+99hltkENycQDiey8toskjoZiqfAwG4IK1WQxGXiohttcY9hOCbVZs54dJHefHe837R/eT7Yoeh2MZYMmsFaxauT8uKdmwXJxxHFBUgSopRukT4krkBtgPhaNZzbd5QgwoFUjMyYeqQJY5h+HR6DejsSXIIQWNdGE3PMnMSAnSBmxvCsbyEKuW4nhFIKX2CStiIdslPgRw/PQd3oa6yibFThnD6bw6kqPO2YZmsWVLKK49Mp3x9NSU9i9i0shzlJlc5hoFSij5Du/HAZ7ewYPpi/v2nl1m/dBM5+UF2O3o8+58+hbce+oC/nHo3eZ3yOO6Kw9jz+Em/qAFh38ED6JqXy8b6eqxkFrNP0xhUUsyEPh5XZNnX64h24IZRjovfimNVNPPsH17g5dte5fxbT+KAU3cHIKdd3svle09iYelmlmyuQimFZdnkfF5B5cJlHHvNhxQO68JOv9mTdWf1xtLBqLPo9HktwVJvEtA0tgA7qLUO5rpHjR02uif/+dVJ3Dr1I2IJG1WsY4c09GYHEbPBkJg1cYRfJxaSSbaVSBkipRSuLj2neruVd1lVA3sf8nfGjurNjTccSX5euhLBDnSMHYZiG2PtNxtQbqYPHaVQtoMI+VMDmAKUT0cLZz9X+7MoTSKkQJMiNSsUIZNYKMBNN7xMbq6fk8/enYMP3zlz1gheoFPTiFttPtNkOl1WAD4dFbPS6I7hcIL15Y1IIfjww6WY+SEuvPbg7zUY25bDlx8toWxdNfFInBfv+xA7YeO6Cj1p4AyfjhW30U0N3dC56t5zkFKyyz6j2GWfUalzNdY0cf7oq2isbsS2HMpWV3D7ufexZuF6zv7Tyd+5bT9VGJrGC2edyN2fzOKNxcuIYpMTNOnROZ8V1dUMKSmhW59O+AJGRjJkIMfHsGFdWPTpchzLwbEcElGLe698moJOuYw/cKeM6wUMg2fOOoEFpeX8/cMZbHz4KwIrG71cB2B1vsPXCxamqK1WkUn5gZ3p/V41+U2KmsF50F4uRMA3pRWE4wmU43rvkRRU75JDcHMcs8FGiysOOmJnLr/oQPa79D6ceguz2fXelWSNjC1FXh1DMPfr9Rxx4j10G9CJi07bkykTt+xC3YEdhmKbo9uALshsGaNCIPJaK38pKXByTI/CGo0ho1ZmklT7JDIhEEEfYyf055vZa3A0SdxnpKQPGhujPPHgdFBw9q/35/G7P0jFGTRdYrsKx6+TLEwAiOSSPkuClua5A1K2QpfE2rTxvVfnMmrXPuy+34jv9HxqKhq48rh/0VQfIRG3PIPmuinNH9t2kaEg/YZ0Ja8gQL/hPTj8vL3p3LM46/leu/ddmuua01hZsXCcl+58g2OvOIy84l9OtbU8v5/Tx+/My6uWYFkOlZEwb61YzvurV7Frt+6srq8iX6VPIKQmCAZNFs5YlqENFo8m+M/f38hqKFoQqI6xYtoSipY3pGQ6XA0axxS35j8koXSJdlgfHjr/ZI547NlMQ0FL3FpQXGMhXIUrBcoUNPdrkaRRhLvoBHwGd115DFfc8wpWgYtKKNAFobUxLJcOjYVSYAckShdsKqvjd7e9zpD+nbnr5hPIDe1QKe4IOwzFVkC5jSjra4TIBWNnhOh4yrLLPiMp7l7E5jUVOHa6fDcBf2rmbuWb2EHdS0PMKcJX3oReGwG8FYPrM1BSZgzgSsH1/zwd09Q57+T72bAunRIaj1n8+/GZvPTu1fQd1JVXnv6M1SsqqG6M4OiaZyBaAplCoDSFchUy0SYhSgiQojVwrstUdneLvzkWtXjzha++s6G4+/oXqS6vT88ZaaG8JmMPrquob4hyz/vXbfFc4cYoHz77GZYrEIaBauOfN3wGq+avY8y+o7Zwhp8fbps5k+ZEAjf5HbtKEbdtPt+4ARTUHVtC9/dr8dXZntTGzn0465qDueGoO8jGPeqIclxdVssNR99O6ZpKCi0LLIXSNISm4QT1rMw0BERyNYq65HPEzsP4z5cLSLR5RzQhGN+/JwHToGbOJnI21tEwuqidG0nw6tdL+Oypzxnry+euqw+lDIdwLMGkEX1468U5vPLW10Tzsw9tQinPgLVZCa9cV8Xf73+fP169Q+a8I+wwFN8Cu/kRnKbbEcJACgmiAK3oCYSePalHSskdH/+euy58iNnvfO3NmH0mdr+u2N2CmHUW8U4+lE9vHZh1QbxHHnZeEC1mEy72gRSIuIMWsTGaEylWR5feRZim97VVbG7I2oZIJE48brHzhAH0HtiZU068F8vU0w1B299lstBM+8Hb3HL3iEa+G+3QthzmzVyRmVjYzlAA5BRs2X9csaGay/f6A011zUjT08MShoEb9cgCtmVT3L3wO7UvG7ai8JZIfn4IEAHOUkrNS362DmjCK/Bg/xhV82Zt3JgyEmlIbkp0Mll3SleClmDaeedAJMF7j3+cofgLHqli0C59eevhD5k59UtyCkIcftH+7DRlBL8//i7WLy3DddzWybvjoITw8h6yuSQVDO7cCYBL953MvPVlrKqswXIcTE0jPxjgz8ccCECXXkUUvr+Qxp0KUe0mZq4uqdipkPfq4nx1w5Pc/eezGb3/SAAuuGhfGhuivPfZUqw8o/XeBeiRZM5Gu7a5rmLG7FXEEzYJy6ahMUqXTnkYRseaaL807DAUHcC1NxCuvZi4/XXK/6khyBFhqD0LrWR6h/75ws753PLyNVgJm6mPfsLjT88g3D8PHEgUmugJ0vz/gKeFlOdlyrqat5JQfh3l07ALfJg1MQJonHfFQalDevYpZvWK8ozrG6ZOfUOEJcvK+MOfXiMuBfg0L8PVUZluJiE8mqyjMEyNYNBHpDGK1VYFNqUk6sHnN5hyUPpsPRqJ8/T9H/PhWwtwXcUe+w3n7Mv2Iy8/2P40W4Q/YHLM+XtvcZ/7rn6GptpmL1sbb1BTgPT5kI5F3xG96DPshyX8b2XhrYOBQcmfCcD9yX9bsLdS6kfLBMzz+2mIf7sBlyGDj9+bw9O/egzXdrFdkH4fLd+wEOALGKxbsJa578wjkWS8ffnOPA678AA2Li/LKj2P4yDRyJtbTeOYTqg2yXSagsv2nARA0DR49lcnMWddKcvKq+hZmMceg/qhSUF9VSP7HjeeN5751NOCygIlBVYnP5X5Jlc99jof7HYNAKapc/1NR6Hd7DLt1XkkQhoqL4CwFFIIEh3kdDq2w9nnPURlWT3S0BF5JhedvRdHHbTztz7LXwJ2GIoscK0VNFUdRqPbhI03IdEAnxA0EyPXrQVrAZg7b/E8hqlz0kX78u9lq7DCYVwDhNLQy7Mnhikgka8jHdJn/wISxX4KggF6D+mS2v/IE8dz559eT4t6K6BZuJx07kNIQFlJw5B0J5FFJgQgGPLRqWuAKfuP5KiTxnP7ja+wYM46pBTYtoNtOUgBrqPwBwx69OnEIce2TpCVUlx7wZOsXVmeMjDvvzaf+bPX8tDUS1AKvvhoKV16F1G+riZNmgOSle5y/VgJm0NO3419jx23xWc7d9qilJFofVQCNI3hE/pz04tXbfH4rcS3Ft5K/v2U8m7oCyFEgRCim1KqY2327Yizx4zhtpkzibbNNcnylVtxi/9c8mR6pcOoQvN7tUJKehaxcfF6yiprWw+SkngkwWv3vocZyl6RsCXprmhmBVrUoX58CW5Aw1cb57KxY9mpR6tsixCCcf16Mq6fZ9C/+XQZd/7qYao21aKAgbv0ZWPEIZHT8TClDElZMWyoqaOqKYKhaUz9fCFvhjfSKWHhr6xH2ZY3AcsLIfsV44aMjFWFsFyql1aiIVBYuDVR/vnP91m4YAOHHDCaMTv1QXZgtH4J2GEosiDacCN1bhNt50sOEFEKcHFQaKpxCxqurVi0sZz1KgxBEHizXiVprSfcFsnt2c6rpKDCjnPRjc/x8v3n4/cZvDxtIYlcAz1sIxyFkuAEdVyfV03GTVo40WKXZCvbqu01/H6D628+momTWyvV/fGfp7F2VQVrV1bQrUchDY0Rpr29EGzFpClD2OOAERhGa/eZ98Ua1qwoTwsq27ZDXU0zb780h+cfnk40HCceS3jXl14d5UDQJL9TLtfcfiKxSIL+I3pSUJzzrc9VM7QMWRHwYhO3f3TztqLGZiu81b72a0fFuTbjPer3hRAKeDBZUyUDQogLgAsAevfu/YMafPrOO7O2ro4XvvkGU9OI2Q6O69DWppqaxthogAzHpePghMN06ltE2dIN2LF2Wl7JXAvD1NLjby0fa4L63TpDyEfx9HKK5tVQMKcaf8jH0LH9Off2fTpsd9maCm448nZibdyZq+atZXjuAJbulE88mXiZfZojOPLuZzA0ScJ2sGwHocCJRdATCa+vuwpZ14QvHCG6c2/PrSpFikThq4nTQrJVUmDlebTsaZ8s5aMZyyguyuH+O0+jc8kvU3hwh6HIgubYLLKN4wBxpVAqgTB2+dbzlNY2cOa/XgBE2sAczxf469PVNhXg6gJpqYyBPLWPgoRl8/EXK9hrwiBWrKrANTWsdtIXrcFq7x9XkAoIupqOHrMxdA1dkziOy2FHjmHCpIGpw2fOWMaDD3zM5s315OX6MXWNcHMMTZPYtsPQcX3TjATAE/dNyzpwRyMJnn9sJvU1rW4iAgYSGDKsO0eftTuT9h+J8S3xkPbY67gJTHtuVpo+lm5qTDl2/LbMn8j6NXyHfXZTSpUJIToDHwghlimlZmTsvA2LckkhuHmffbhs4kRW1dTQIy+P+Zs3c8tHHxO1LByl2HdAf84tGsjv/zoz6zkqN9Z4asXZbizZt466aH9ee/BDElErmbsgUDkG1m496NW9mBuvPJUvXviKcEOY3Y8cx+TDdkHTO/b5P3b7q0RxqJvSjfCIQoSjyJ1XjZy1nt9edB5//GxWulhy28RsXRC3bdoID6NFE2hN6fcgFAjbJbi0EqtHIW5ARyYc9IiTKvOqADukpwW8FVBd08SFv3mKu/58Mr16F/2icnRgh6FIwXXKiTU/gB3/HClcdAVZSgPhAHrObxDy22mXT82ch51wMkYSK8cL3PobVWp6bwUE0hEojaxKnODtF4tZbK5sTPqHt3JM0WhdakuQhX7OPW0P8oJ+Ru/cm67dClK7TvtwEX/9+1tehTMBDfWRDKbhYw9Pp1//EsYkVTprqpqyxkoANE1SX92Y7iYSAgeoqG5mz0N3zjjGsR1WLSnDNHX6Duma9aW84M8ns+abjWxcsdljbUlBt/5duPBvp27dM9k6bE3hrQ73UUq1/FsphHgFz5WVYSi2B4qDQYqDXmyoZ34+Bw8ezOamJvL9fnJ9PlzXJZDjJ9oUSzvOH/JlT9ZMQggI5gY4+w8nMPmIsbx67/tUb65l2F7D6HbgUPr06MSILl7ypx6x2LymgpLu+dkp44Djulz+6lt889k31Jw2CKvQB0labd3e3bEG5uNUNBMImjTFEuBshUCdAKM6lvUj6Shs4WDUx5G1niFRfr11ta2LrAFvhKCmLswZ5z1MTsjH7284inFjsxNafo7YYSgA1ymjqfJAlAoDFroQ5KIRVi6JdoOxJvIwci/eqvMuLa3EhVTt4hSEwMqVgIt0wPELhCsQMS+nQXkfpbdR82Q+fD6d0poGDv/1IzgdubDSINIvLiCRcPhi/jpu/+MJaXuuWFnOn//+llfroYVGa0iUlV5LIB6zePnF2YzZtR+W5fDKC7NxTc27V9tNy+pWQCbJN3lPWSLbc2eu4G9XP4dtOSilyC8KcfP9Z9J3cNe0/UJ5Ae6ZfhOLv1jJhmVl9BrcjZGTB2/rmd7WFN56Hbg0Gb+YADQopTYLIUKAVEo1JX8/APjDtmzcd4EmJT3zW4UYpZT88fXruPaAP1I3OIeGwXloYZudc4vJq7VZkiQktEennsX89e3fIaVk2PiBDBs/MGOfuop6rpxyEzVldbiuixCCwWMH8Oe3r8cXSI8mv7hgETPXrEPsVIydb6aMBIAyNZp752D3yaFpUwI3KWbgOiATnsHwGRrxLCtZJzd7ISslIdY9CCE/odKYp0Tgekl6AlCILYsPCkE4kuB3N73Eff88g4EDunS8788IOwwFEG26C6VaWIytHUZDw1IuOm6y7wiKC+/c6vMO79GFBes2o9oFkBUKIbwsUeWTqW1Ker57VwhPtC1pBBwddFdgGhq5+QGmzV5BNGFDQGA2KVIri3SPE1rStZQNy7KsAP76tzc910IqS9t7EhnUWaCuNkwibnPlpU+xbk2VFyPXJUqXqITjGQwBg0f3wI3EWbVkc1oA2zA09j5kdNo5K8vq+eOlT6eJEcYiCX57xkM8M+P6DPeUEIKRkwYzctL2yazdmsJbeLVWDsGT5IsAZycP7wK8kjRcOvAfpdS726Wh3xP9du6L/4GDqdy8mbjyJF0+FgJ/WNL9A4lmqRSzyfAZHH/V4Zz5hxO/VVjvjvPuZ/OayrQ4xrIvV/L0H17ivL+kr/hemL+IqGUjBuR5+TrtIDXJbbNne+7TFmjg+iEodK7Zf0/ueHcmkXbJe4lOfuwcA70pPZFVSUF4aCFOjknjwCD+OoXSIGdjDCPsIGwHkXBQPq1Dg6GAuOty1Q0vsN/ewzn+qLF07Zyfdd+fC37RUorKbSIefhor8iotRgIgqgRLLD/L7ABlTohNTg4xpVOUdz05wUO3+vyn77ELfp+Om0yGbh3ShbdCaPvCSW+ba3h1g11d4JoCJyDolBukpCiHEw4Zgy2VZyQANEkiX2LrIjkTSt6X8jJuzzp1Mmb7+EUStuNit3mRGxoibCqtzdwxKVDYFqapMWn3wbz/7kLWra0m3uIcTkqfY2ooU6J8OmvWVKECPkJ5fvzJ2teBoEm33sWcdlG6qOAHL8/JatishMNXM769HvT2gFLqbaXUYKXUAKXUrcltD7QU31IeLkl+PkopNSe5fY1Saqfkz4iWY/+X8NbK5SyqrPSMBKQGxlhIY+NVo3EndqNrv86MnjKcP7z2W87+07err8ajcea+vyAj2J2IWbz/xMcZ+7cIPCpdZuVOS0PitN8uQNMEEwb14rE5c3GFwmjj2vIbOiN7dKHnxZMJds31JNelwM41qN23t6eIAKBLnByJa0qa+gZo7BdAVNWj1Ue8IHdbmXtXIeIuwrJTUu71jVFeem0uJ53zEP9+8YsMJt/PCb/YFYWT+IZwzXEoFaWtr99VsMLyt1lbgIOgyu3EwNB3K/fdoyifJy86keuff5cVZdXeCqHFWgiwghBICHQhiVsOjgnKFkjHk4oWEk49dFcuP35K6pzPfDAv/SJC4ORouHYyu1p56q4P/OUUhvTvSl1dhJffnJdBoU0ol9ffX8gxh3hB+S35pdvCNHWKikMcdfRYbrlharoUeVskB5R43GbD+mouue4wsGzKN9UxcHh3Jk4ZmhHcrKlszBoQd12X+prmrWrfDmw93li+3FNZzQKrk5/Sk/rz0Cmn069w6xMXXcftMFemvdw4wFEjh7F2Rh0xy0a1I31IIdCEJJZFVt5Vik9Wr/PkawQYuqA4GGRY1xJOmDCafYcN8NyQ15zKmpWbOeOe52jUWlfLpq5x0OhBbF5Ryeb6Zkb07szwYD4vfLwWGY6hNUaxu+TjGhoyEkPfWIuIWyRG9gShp602XKV48IkZfDB9CXf9+SQK8n9+YoO/SEOhlCJSez6oaKvqZPLfBldLzfrbwlUO5c1v0Dv/zO90raHdS7j1pAM55aHnicdsRPK9VBooA0YM6Mnuvfvw2BtfEktYxEOgNC/IHXA13lm2ihdvWMIu/boztGsJokDDCnuxDWm3tlLpAkeT6EJy0G7DGdLf8+kffvDOvPrufE8ttmVfCQnX5YmXZrG5uoHdxw5k9LAejBzZk4ULN6b5pltkPIygQdeuBeQWBBm9Uy+aI3FycrauoH0savHlZyu56S/Hp22vqWri3Vfnsml9DSN27s2o8f35+I35xCLptEylYPS4/t/pue/AtyNoZPfjg+cKdZTLP2fPojEeZ0l1JSXBEBeNncBBAwd1eFwgJ8DAXfqxYs6qNIOh6Rq7HTU+Y/9Td92Jd5avZHllFRHLQiR9TLqUDOnciSkD+vH4l3OJtsscV4DdojAswBKKBuLceNQ+9CosSNu31nAIF2m4EQfheLkebjzGgiteQDoKN5pgecAkMbJXi7cVrT6MVt+q1tlSMMsN+TJcUkJ47VmzoZojT7uXYw8fw+UXfLsE/08Jv0hD4TprUG5l6m8vv8Hr1ZYSWblEijhzax6n1ilgYO5+NFjNdPIV4tPMb73e0K4ldMoNUWo34LZ54j5dY0FpOQs3V+DmuSRaiBrJjhhRLhvrG5EuzJi/hhnuGu9z0+uYDqBFQUu+Q1JK+vQu5q35y3nv4pUcOHEoR+82Et1vYNM6+LYUc6ltiPDsa3N48c15TBrTj/+79jDOPu8RIpH0EL6SkJBQVtNEYnMdS1du5sWX53DSMWPxfbmm41VF6nYEObnpgmsrlpRy7a+ewLFdEgmbzz5eSl5+gJ79O7NxVUXqnP6AyZRDR9Ozv1f4qaq8AStu0y0LRbFiYw1TH57OyoUb6De0O8f+ah969NtCwahfOA4fMpR3Vq3MIBW0vAsJ1+HV5UtT28ubm7nq/bfZ2DCZ83ftOCHyqkcv4oo9bsRO2MSjCfwhH7lFOZz758wVuU/X+fcpx3Hqiy+ysKIC23ExpBdZvnLf3di5azde+Pob4raTaqdMFutqH0HQpWT+pvIMQ3Hne596eRht5jV5zy0j1tA6UYw1x1i9YB353Uqoq42kxzXaPh/HhbYrYQGpmvNJTH1jHkVFIU47bmKHz+inBvFT9KuNHTtWzZnz/eriKreZaPN9JJr/CbQwklr40oomR7Lc9mfEsRwl2JDoRKObS0U8xIpwN0DRNziISQWT6eTPZ7cuAzA7KBu6pqqWsx5/iUjcAhSW6yKF8DJoBQjLS4zLCJ8p0GLJRDyV7XOFLywwNQ1pCGKOnVKTNXRJv+7F1G5spKEximyZlGXQsDycctQ4NqysZNbsNemZ4UplSo7gJer1Lcln1bLydMOik3KDgSf3cdu/TmfoiNY62ecf9y82rK1KO5/UJPsfthMD+pXw0WtfY/oNDj1pAlMO3YmK0jr+dMWzbFhdiRCC3PwA1/7tBEaP8yiKa5eWcdUxd6cUaTVNYvh0/vrcJQzZuU+2r6RDCCHm/hi6TNnwQ/r2d4FSisNffIalFVVZ2U1eWr/3a/uuEtAN5px/EYEtrEgaa5p4/6npbFxWxrAJg9jrpN06rIn+xrJlXP/BBxlFl3J9PmZfeCG14Qh//WAG01etxdQ1ehfks2RzZUbsImgaPHDikUzo2ytt+7g/3ks43jpRkmGLbvd/nUbQ8FYMgBRoeXne4C9Eq5FIxlISvYtxuhe2IXyQtsKQSX024Sp2HdePcy/el0FDunX4nH5sfN++/bNfUSi3GWJvoOyVuIQIR55Fua21nlXy/wJv/ZhAkFAaBk4LtRpXQcw1aHQDxF3PoAS0KGVNeSyrrOM98RY+aeIqxa75Azig5zCO6DucgN76IvUvKeLjq8/jizUbqY9EMXWN6155LxVD7ygjuwXZBurkJ+SUBNh39ADembUMp02lLyvhsnJdFaahYQeTdR6a3azXUcCzr32Fqes4Ac3bokBLqA4puFIIVm+sxjVEq+8u+eJIvyQgNSzL5uxf7Z1mJOrrwpRtygycu47LB2/O5/wPf8uRp++W2u44Ltec+Qg1la35GPGYxU0XPcnDb15BSdd8Hvj9y2lFeRzHxYkkuPeGl7jnzW0i5/GThlKKqG3h03Q0KfmmqoI1dXU4UrXQ/ABSMt8ts/dsfUUKwbqGeoZ16ni1llecy3FXHL5VbXt5yZIMI9HS5nllZUzs1Yu7jm0lkWysq+fwB59Oc0dJISgOBRnXJ1Pfq1t+LqsqWytAZg2itGxyFU59AzLgB58vY39jYy1ucQ6uv9WT0PKMZNT2VBKSf8+bvZbFC5/kjvvPZPDQ/x1j8X3wszYUyl6LqjkBpSIILIRShFCEiafPgJU3+LsowkpQ7wbxCwuf8DpirZNDtZ1LVSKHsniBR50VLj1zG5BCUdpYQNi1UEows2YFMyvWcN+iz3n94LPI97Vq4mhSsttAb3b7+er1WTn/bcfbjI3Z7lFAVSzK1M+/QbR17bc5JmG1LlXcgESLZh/5XQVR207KS3mjh2MKzAQZFF9vf+VRcLNYucJOuVx68b6M3qUvefnpukCGoXV4T66jePjuD7jyxlbJ569nraa5KZYx83Vsl/emzmHi3sNYNHt11vOt+mYjjuOtMH6peHftCm7+4iMqI834NJ0zR+zCyIKurdpFbVaYKtuqtR1s16EkGNpm7ZNbyFvI9lmvwgLuO+EIrn3tPZrjcVylGFzSiXuOPyzr/pftO4nfvvQusaRhcXNMnKIAenXEmw9lMRxuNOY9liyrJt/KKmIDOxEv8WNGkhuVQo/YGc8uHrN47P5p/PXu0zq8x58CftZvj2r4P5RqRCSV9oUQCAQ+kf7lKxRRHJqVQ7MDBi5R5WNjopjl8e5U2fnEXSNpJCTgLUulhG45Tfg0z0i0vHFKcyhL1PCvRZ932LZdenVPuYjAy5Wwg2DnJX+CnhFoUSRUW1xutCX3eod0lIfnaKpDu6O8W0NpSdkPIZCaZL99R+D3Z74wmiZRWeisQgiGj+zB7nsNyzASAKEcP6PGdOwOmvHB4rS/a6savSTAdrAsh5nvLeLq0x7MLq0NmH7jFy3mNqtsA7+Z/habw004yqsl/diiuTyz/GsSTibDzKdpaROY9k/V1DSm9OlHp+C2Y/YcP2JE1sC6JiVjunfPeszk/n2Y8Zvzefm8U3n/krN56bxT6J6fXYdp/xGDuPHwfSgKBTA0SchncsCfjiWnIIQ/1DEhQ0VjOFYc17FxwxHcxibchkbciioSQUW8UCOeJzz6bZt0pvZYuey/og+5TfGzXVEoFQVrAe1D00IIDKURa1emxfHS4NAlFKlmKtx8AlqCiO11pAY7u1qmEIqiYITSRl+bbaCk4tUNC/ndrtnZDwHT4E9H7sfvXv0Ay7WxDNJndjq4uRBsEKCDaejEo1bGqrnFPrkGYHmHOwKv2li2FbYQWEGFEcl2njYDqlQox4tDTJgwgLyQn9ff8iTXdc0zuLfeciwzpy/l7bcXtOZS4FFoTzttNzpCbU0zWqgD/7YQuO2MwtDRvbL60U2fTtn6ao9Sq+vQjhlj+g0OOnnyL06XB8ByHaaXruFPs6YTddKfS9xxmFW+EYFHP23x9WtCkOMzOXXEaB6a68VJLMdBKS9QLIVg//4D+Nt+B2Vc74fggEGD+HD1at5duRLLdTE1L853/+GHo28hb0MKQf9ORVt1jaPHjODInYcTTiQImgaalERP2JdPXpxFxfoqpv7jLaLN6bIfSoBV4MMsb05zP7lCEesRAk2QKNCwAwqj2cFXR9Z3rtM2qi3/38TP11DYG1Bk6iwB7dxOCguodExAYGHi03x0o546N4irCRqc4BbdP9kgBDjK4f5vZvFR6Wq6BnM5e9hYxpS0+uoPHTWUYd06c+dHn/HR6tXYba2AAL9hcM2Je1JW3cCTX8xD80ucJtcLSnvaGK1+AiHQ83X65OSxorwWJTqOLbimJK67mI20GqcOBlPbdhg1tIdXz/rTJUTjFpaCPcYPYPCgLowa0ZOi4hxeeukrmptiDBrUhUsu3Z/+/TtnPZ9lOVx2wRPUVDd5tQbaujqEQNMkk6YMSTum94DOTN53OLM+WppiQxmmht9v0NwY9XYyDc93lpwla7pk7F7DOOf/ts5P/lOFqxSzKtfyde0mSvw5HNJzOPWxGMe992+aEwmaI9kUy/BcLtJTCCjQ/aAg5DOojDXz6OJ5CAP26NGXMV26s3effgQMgwK/nzzfti8XKoXg9oMP5qwxY/h8wwby/X4OHjSIPP+2vZaUglx/64QukOPnoLP3BqDXkO7cecGDKdl1JUEZGrG++Zibm9LOo/xGuuHwCeI+HT1q4K+ykG1eY5/fYL/9R/CnS55i/YpyBozowckX70tOSS5CQFHBtnPhbU/8bFlPieqTkdac5BjYZimtFAlsoq434DhApaNoVgYOEikC5PomM69xFa6KIYXCdgWbEoWsinalvQfXcQULK7oRs9NpskqB5ugo2yDueL5Lv6bzhwkHcPzAdOmKx76cyx3TP8PK4grYq38/vli5noTtIhLJoLcLWjzTlxzyGbz2u7M55PqHSQgXPd6aa9HyLSuBJ0ahQCZU1vO03IBf0zly/9HsOWEQ1/xxKvE2CVOmoTFx1/7c+tsjsz7/+oYIjU1RunctQG9DJ/xk2hLu+OtbRKMJj02VaE1tNEydgqIQ9zx+HkWd0qXGHcfl3Ze+4s3nZ5OIWexx4Ehcx+Xlxz9Nz+ZO1t82c/088taVlHT97tIKPxXWU8KxOfvTf7O4bjNRx8KvGWhCUqIVsrKuDlcplEXrsjMFlUr6BOiXW8joTt14b+3KlJw3QEDX+cc+h3JQv47zJn5O+GbmUp6/7XVK11Sw0u/QMK4bOXM2kzMvXe5GSUHtWbui2iseOy55y5vxJVfrgZCPQw7bmXcem0EibntVGKXnqooN6YQKmfTtWcQtvzmUPj2y14Tf1vi+fftnaSiUSpAoHwE46KTTVRWKtXYEDS/j2kodA43KTPKffKy1OhNp4wJRChY3d6POyUn+7Tm1KsMh1tZ1ov1wqxTYMQ3lpi+dJYKxRb3pEsxh394DOLjfYOZsKOXSqW8QbqdXo0uB46rWyYsLejhJk7VI0V0FnmzBvy48CikF5/zrxeQxCml5AmrC8WZJqdYo73gTiW4nA95toEnB8YfswkWn7Ml1f36F2V+vy3jOhqFxzYX7YzsuOw3vSe8eRYTDcf58+1vMnrsWXZNomuTSX+3DqBE9efKpmXwxcyXRhjZL/KQ8glSK3fcZzm9/fxSmb+sWuhtWV3LZcf8iEc9MxpI+nQOOGsNvfn/UVp2rLX4qhuLRFbO4e8l0Yu1cS7iCRNR7hsoF7LZLz/RVK8lkZelKsoSBGF3ShdePOf273sY2QWM8Tn0sSvfcvKwuKKUULy5exMPz5tIQi7Fb795cNWm3NPHD7wPLcZj4h/uIxWyC8zaTN2Mj0k5/OPaY7oQn9sVqeWiuQjguRe+vRWuMowyNwFm74E4vw66JZlzDDhlEBhcjBOTlBHjp3vMI+I3t7ibdQY9NQ+uLYeMgUhwehZN0NVlZ5tEmDnF0wCUgmongBeyUgnonSIEvht+xqLdCxFyd9U1FWEqnMCdCQziQDGh7yAvGqIuHSJVbEQqUwIlLviz36ty8tW4Zf5v9CW8ffRY9C/JZW1OXCjBKkTQS0PqOSy/IbYS9rG5H9wyAoUneuuFsinNDHHrr422OEbimF78QtkJvp7zcr2shvz5lCvMXbeL5t+fhugrHcVECEobi5ZmLWFZaTX1FI9lgWQ53PvghoHAVHDhlODXljcxbsAHLcrCSxufOf32ASthe/XBHpXnMWrSkfEGTvQ8cudVGAjyX1FFn7MYLD3+S7hmUXkLWvFnZmVA/F7yyfkGmkYA0LrWQoHQXHNnGRrRKWSRZ4TjSBbflTWlFRTjMj42oZXHdR+/z7pqV6EJiaJIbdtuL44aPTNvvrzNn8MzCBalqfm8sX870tWt59/Qz6ZLz7cWvOsLHy9aA7k2sIsNLyPtsE6qNCoLUJN0q45x91kH87vF3sKMWRlWEnK83ozUmQNdIdA5QHo/QvSaadcWuhS1kzEZvsmkO2xx48t0E/AYnHjmOs06Y9D/H0tvurRFCHCSEWC6EWCWEuC7L50IIcU/y84VCiDE//Jo60rcXLXawhfrqKkVUZS9D6lUK9d4kR1lIHHRsdBwSShJxTZQSRBw/UiqCuk2OkUDgYmo2PQvr6dupht5FtXTNb8DUbQJ+b4UgNQfNtJHSAS2ZOSc9o1UWbWL8s/fx6/0mc8zo4eT6TIKGQdAwMsMiSbdRSklTgD+gc9IeO3PHB5+y/+2PUlrbkOXm8BRg8TRu/KbOPVcczfN/O5vJO/XniP1HoxXoJKSLY+LJOQtBNG6xZE05RcUhtGzMIaWIxS1icZtEwub96UuY+/X6lIFoQSJhY7UEo1uYVW0+1zRJQUGQibt9dxfHMWftjhbwao0jhadAmnzJCop+Gv7f7wuFiy6dDMJGewgJwnARZkvW5tbNWqUQTOj2w+qOfx9cM+1d3luzkoTjELEtGuJxbpoxjZkb1qX2qYtGeWrB/LSSr65SRCybR+fN/d7XVkrx9tIVNAkbOwesYp3KM0ZgdQl675AuGT55MHfN/AP77zqEp689mYIZa8h9axGytAa3qYmESFC7R48t84yVwlcewc4zvCJJQDRm8cTzn3Parx9n7aYfrcz6VmG7rii2UXH67wWZeyVuYi6uW5v6vhwUEZU9uKcUOKrFbgoaXT8t33RAWhRqYTZbBdht5sM9Q/XoMoeo40veL0hNoUkbYSt8vgS2VKjkeS1LIP1t3FmOQFmShHK4+KPXuHynyRwcGszozl35x3uf05xoV4oyCc2AIl+Q3kUFHLzzYO768DOilo3rKrSOePAS8EsOnTic8w6ZSJei1sJLtz71IU3RBEJrP5+EaNzC9Un8foNozMqexZtEPG5hdMTjbRN0d30SYbnggK5J9thrKBf/5oC0WMbWIr8wxJhJA5n3xeo0QUGf3+C4s3b/zuf7KcByLH6/+HHi+mq65HvfR1PUT2PM67OdfDmUdVChLi1g1QaGlGi6RtxuXdEGdYMrx3XMXtseqItG+WDt6gzqbtS2uW/ubPbo3ReAlTU1mJqWFlMBj+01u3TT977+fZ99yYerV7dOoTWI9wpScf5oci244fB9OHLSTqn9v3hsOoGyRhJtnqlsjJEzexPNe/b1imeIdoWQlALbxirwZX1ZN26q5ZQrnqB7UQ63XX8s/fv892VotveKIlWcXimVAFqK07fFkSSL0yulvgAKhBA/KI3Ric8iVnM0tmokqiyiyqZZJWhSCXTRus5oQUvph7iSOEqwySrAUhouAjdJC8rR4jgKgjJBjozhlwmkUOhSIYRK6wdCgF93iDta0kgIXFegpEgpcQsBQlMIwzMc8bjNXXM+55lFC7hu2vtUJsJky3jwGzovXHQKM274Fc9cfCKz12/yjEQyU0rJzHGgheId9yk+37iJzoWty3LHdZm7bGOHip8ARQVBHrn9dPbZbQjFhSF6dS/ENLIM6i188mxou10IlKnhBjSuvulwfnfL0RQWfv/Z/2//cjyjxvTB9OkEc3yYPp0Tz92TPQ8Y+e0H/8TgKIdzvvozX9UswaclyNET+DSH3ECUXH8cU2r8buf96OTvIM9BZCf898sr4uABA+kUDFIcCHDkwGG8fdwZ9M0v3L431A410Yin9ZQFZU2tLtBuublZ80CkEPQt6LjNK2tqeGnRImauW4fTLigTTiR48POv0s/b8l7rUFiSzyHj0/vUa/96l0Q0fUInbZfAN14A3JEKpVzvHRSed0PZDtgOKlslvTYorQ9z+lVPsmDp9zd82wrbO0bxQ4vTp7C1BeiVcojVXwrKox7oCMLKAVQqUJSDIgok0FH4CCuLZtcLZJfb+cRVC8e/9UuMOAaGUB7lVoCuXHyazUangGzTAk82pg2Fzsns/EIAmkIJFwIKy1GgeUwq4ZdIW3pMCVpECwXjB/RkePfWqlrz1pWlJZu5fk8osO2AraT3I1wor2+iuilMSV5O8g4FMunTzwa/T+eovUfTs1shv7/yMMCjzB5x5r0k2slG+/wGE8b1Ze6ctcSSAWZNE0ghsbMIBwoBu47pl/W63wWhXD9/eehsKsrqqalqpM+AzoRytj2N838BH1d8RVW8lnzTG5yEAFM5+DWBUgLb1bll4SscPWgCTy35hni7GIZoKfvQpoNIIdkQrWPdxlos1yGoGyxoKKXAnz13aHuiV15+VkeaFIJx3Vup5b3y8xnXowezS0vTBnZT0zh/18xYreO6/Obtt/lozRovWVYI8n0+njvxRHrkeXkO62rrsudtCAj6TZ674CQMLX2CFGnMDFQD3opZKep3LiTaO4RMuMi4i+OX+GriFH9Rg0y4OHp2YyEAlOdmvupPU/nD5Ycybkw/T9Xgv4DtvaL4tjSGrd0HpdRDSqmxSqmxJSUdL8Vcezmo1i9PCkEU5ZWCUAqlFE5yRu8TEMq7kSY3HwcNF4kuWjpdW0otVFl5eBnZyU+Ft4eZSmrIvCmnDeNJKdHx5EGA0PB8yIYXv1ABFyvXxfUpXM2rwuWaKqNuRHFOMONcTgAv1mCA4wPXl0zgM8BVLqbeOj+QUrDPmIHoukwrsNTy2WkHj2Xs8HTDrOsaN15xGD5Tx0i6iwJ+gwF9Srjp2sO54beHM2JYd7p2yefA/UbyxIPn0KUkDyXA0QSOIXB1wUEHjf5BK4n26NK9gOE79f5ZGYm66Ey+LjuaWRvGML/sOL6unkpIT6RWpZAMzQhFQLc8P71j8/yGWRw5aCCH9R3CyKIuHNJ7CKbQEJqL9DkIn4PQXdAUmq6IOzaW6/X9iG1R2tzAQ4u//NHv16frXD1xdwJt+6gQBA2Dy8ZNStv3vsOOYN/+/TE1DZ+m0SUU4l+HHsaIzpk5PP9ZuJCP1qwhZttELYtwIkF5czOXvvlmap8uOTlZVykAY/v0oCiU/q7ZrsugcQOy7m+XhMByifTPQRkSJ6RjFZm4QZ1EjxBq5y4YdbGMoUPRopAgUh6CaMzi5r+/wdGn3svSFf+dLO/tvaL4QcXpvyvc6Hs4TX8ClcnUyOaxlSJIt5zDWV13DyhvhpYr44Td9IHGRSRjE+kQArr4GqhI5OOTDgpB1DaIuRq2q9FWCFmIFpprFmuhtZLahQCle1MJ5XdxkAjTo8MKBCM6l/DIvLmE43H26tePC6aM58ZX3k8JpClA0z1Rt7Q+mLxsKNfP+pp6RgW6pFZYvz1tX1aX1bC5uhHb8VRfO+WHuOfKY+jTLXvm66Sx/XnmX+fw1offUFMXZvwufdl9wiB0TbL7pEHsPik9MH3T74/i8mufxU36wJWADz5dxsRJA9ljO5Uy3RYQQhwE3I2XffKIUuqv7T4Xyc8PwSuFepZSat7WHPttqA5/yPLq3+Aqj67WlJhPL2MDs8UY2vcjIcCUDk6S6eAC75QtwJAafxpzJPt2G8b4l+/GTniHCgFKKCQKqTRop+UVdx3eWreMq3fZ87s0eZvg7J3G0CM3l/vmzKYi3Mz4Hj25Yvxk+uQXpO2XY5rce+jhNCcSLKwo5/GF87hu+vv0nJvHZeMmsXef1tXqvxcsyCiA5CrFsqoqKpub6ZyTQ6ecEFMG9mPGqrVpsQ+/rvOrSePSjrtnxiyemD0PNTZIyVwN6bgoRyE1iekzCEofzuebqJvSE9WuyqQjoWC3HoTXrYTNYaI9Wl3BSnrEkxaD4cnNKaIxi5iwuOqmF7j8kv3oXJzHzkN7/mjyNNvbUHzv4vTf9UJu7APchqsQKnMp2EH8jpzgCZhaIbt2e4yFlVcStyswhIOBg4WWOq6jr8JVEHX9hDSLloonuhFHsw3qHJ2QL0FTzOcl3+kOdkJPO6NSHs89jTstPPeAlzkL+FyIaSnK6z9nf4kuJZbj8NDcORwyeDAX7jWBB6Z/6dUDVhainRtJtTl3XTTK2Y+8yKSBfbj71MPQpCQ/J8Bzt5zB3OUbWVdex8AendhpYPdv5XR37ZzPuadsXcD44SdnYLUrjxmP29z9wDQG9C2hU6dcTOP7dcdFSzbx6htfU98QYc/dBnPgfiPx+TqWwN5a/BAyxlYeu0Wsrftzyki0wJQJdOFiq0wXhO22bPO+NweF49rc+PXrNMUcHJUu3igE+KRGlgJyAAS0H/4Mvy8O6D+IA/pvHQtuU1MD5739KlHb8nKbImEufvd1/rDnvhw/zIspxDu4SSlEmlG4/YiDuPHtD3l32UqkEIR8JjcdsDe79mp1e939yec88dU8b3LWJUjZJaMp/Gwz/cIau0wYwgnXHMHGlRXcfO0T1HXQ5jUryzji1xPRVof54L0FxPoVpikpKC2Z96TA8gucQg0EhJXDLY+8T1BqFOYHue/GE+lcnNvBVbYdtnvCnRDiEOAuWovT39q2OH1yRvYv4CCSxelb6g53hGxJSXbVgeB4vHlXKSy8jhFTDo2uk8VQaHQq+Bt5OV6xd0+GeRNCaKxqeIfFtQ/SMsRaSrI81i25Qmh905osk0YnSPsSKkrB5mgujiuJJAya4z5sV6IcsB0N5UgUwkuGysiapYXY3vp7s0R4kbAMnnvQMPjnIYcyoXtPDn3gKTY3NqEcL8kOksYG0mXMlafrU5IX4vCdh3HGbmNYVV7N2so6BnQpYuyAnts88efg4+4iEs3O4vIFDKQQnHb8RE49fsJ3uvbLr8/loUenE0/YKAV+n0GPHoXc94/TvrexaElKEkJMAm5WSh2Y3P5/AEqpv7TZ90FgulLq2eTfy4G9gL7fdmw2tPRtpRSfrs8cKJWCJyp3p8lpZeWBN2kpbcyjMd5BXMEyyVZfypQahUaIinAkLdbl0zSGF5cQthMMKSjh4pGTGVaYXZblv41z3nyFj9evyXjHC/x+nj/yBP4190s+WbfWYxHaeO9SEj3y8vjk3HMz+lw4kaApFqdzbk6aIq3lOIy78/6ssuhDSjrxxvmtyYmrF23khKemEmtXI0AkHPI+2YBZFyNyyCCK3ivHyvMRHlyI0ryiTVpTAqUETp6O45fQduXguPgaPCkfXZMcedBOXHrW3lsVv/ifTbhTSr0NvN1u2wNtflfAJT/4Qk5rPFzgGYsYDigICElcuaTPZx0se23rMUIQNHqxOfw5y+ufQLT5cnVcehi1bLKKabs2iSkjw0iQ3MOUDlFXEjAtgqZDOG4QsUxMbKJRDcfWySoJq8iUftVBOSCyuE8jlsVry5bROyef2mjUa50EVwPVrvieFm89h6sUFQ3NPPnpXJ6YMQef0jx6rSbpVVzAYxcfR15g2/n6C/KDHRqKeMxbkT39whfk5wc5/MDRWfdrj+ZwnAcemZ4WVI/FLUpL63j3w0UceeguP7TZP4SMsTXHAtmJGkIINJGHoxq9eQPC62sCju80m1eqd6XBCSZjSoIcPUGXQBNNcX/WiYuDTbbX3ZAaV+68B3d9/Tn1iZinfaYcHGHzTe1mHKVY3VDDtE2reGyfE5jYpWMiyX8L8ys3Z/UYRBIWR7/0H+KOk2IFooOyFX6po0vJnQcfnHViEjJNQmZm9crmeAI7Wwo7UNaYnpg6YGQvHrzwOM578CVsy0ZpEmG7+DY1ElpcjdIl5je14CjMuhjml5tTitFKCqziAA2di9KNhKvw17mpiZ/juEx962vemb6Y5+49b7tpR/1vpf/9EGitS8OosogoG0cpnOSr5BciTcxDiBCmOSzjNEvqHsNpt9yXAgr0KLpwU2sKAegiu0SrQCFxcJXHRHEVBAyLfJ+FLiS5fomUyeQnIKW9k8ZGaUtbajlvmwA7CiUUSiqW1FSypq4OLdnhlUgaCZH+45gt52mF5bjYriLs2MRth0jcYk1FDbe/PiPjvn4ITj1hIv6OZvjJdsfiFs+8MGurz7l4aSmGntmFY3GLmZ+t+F7tbN+yLNu2loyxVSQN6JioURTc39M5RLZZzQpM6XB8568o8TWQZ0Tp7GuiwIzSO7eeUZ2yh/ekltlXdSEp9gc5pt8oZhzzKx7c62j+OPEAhhZ18t6dZF90UUSdBDd9+V7Wc/+30TWUPQvbdhyitp0uQS/A79e5cNw4PjjrLMb26JH12I6QH/BnNSAAQzpnkmzG9u/JQWsc8mZsJPeLMopfXUHRa6u8V1+A1pw+eWqpYilchRZzMnqMHnMzipwJIBJOcOhF9/PUG9uHgPCzMRQy9yrA77mQlJ01l8BMzRx0pCwgFDiU9ojY5RnbvOMFunDS2Ca5WqyDPaHJanENtNCkQNcTHNprEP+aeBLH9B9Fjl8iNdc7p3TRdRfN76AFbLSghdBsPA+awNAlviQ1T6G8by75s6ahlss/egvH/JYM3Y6KVLTzflmOyztfL2fJxgquefItjr/tGf700jTKarNLeWwNDj1gFKccPwG/TycQaGMw2g2ntfXt9M+3gJyQj2ysXiEgP2+bUDt/CBnjB5M0eudf4q0k2pEgPEKMYoC/kpCewJAe/VtKRadAmIAe9+JfqnXeIYTA9NkI6aIJgS4ke3Trz4UjJ/DEqi/5unYTu3Xrw7EDRrK8vm2J2uQMRsCqpir2ev0+Pi5d9V1uY7vj8rGT0lhS4AWg9Q7KEluuw2m77EzX3O/u25dCcNXeu+E3Mq939d7Z43W7jB9E0cp68r4sw1fa3Jp7mnAxVleTtRPj6cK1fz+k1XHMFAfue+5TrrnztS0mxn4f/CwMhVJxcBtB640SPvQObqslOG2jcLWh2E5Vxj7F/tFk+ypEG+KoUmArSczV0VKrihYnAERsHZLZD5p00JM/AsWK5jXs1mUgt004kuf2OZNrd9mLP008gOMGjcA00xPypM9FBGzIsRC5Nn/ef38Cuo6pa2mDu6MUMdsm7nfwG5q3Us3m1dLBDoHty+L1atevLNvhrH++wPsLVrC8rIqXZy3iuNueZl1lR+G5LUMIwZknT+b1Zy/jwX+cQefOed5Srd2yf2C/rc9CHTakO3m5me4xw9A58rAfrAQDbcgYQggTj4zxert9XgfOSErRTKSVjLE1x24RQbM3UuRmdW9KAf181XQzG+lmNtDVbCQovcqNxcEI6bIeSUadhH6FuSw+4VrePuRcFjdv5G/ffMidiz7mvE//w5kznyHh2OSbvvRDW74mARua67nk05eZXbnhu9zKdsVBAwZx3aQ9yTVNArqBT9M4evAweuZlrwPhKMXvZ374va93ws6juO3wgxhcUkyuz2TXnt154pRjGdMze5Glg8/Zm0DIn+ZCallyyqiFamoC5SXt+gPJ1YrPQCiBf3MszZC4HReHhGSy7Yy5qzjxt4+TsDpgKXwP/OQNhVIWTu1puE1/BGcFkgR50kdAZPpjFRBVkriC5vhMVlUciuPWp+0zovBcJHral6EUWEqjm9FASETxSQtDWPQOdkMXEl24rT/SBSEQuGjSTY2FQoAmXeoSrdcbWdSNC4ftxjF9R/PWxiUk3PQghBAgDRekxy/PzzH59Nzz6VNYkNUQGJrGLUfux6T+HfiRky+70sEOtOlwylttpDjc0itUE7Ps1IzUdl0icYu73/q0o69iiyivbuRvD73Padc8xd8e/ZAD9h+Jr51Ms8+nc8m5e2/1OaUUXH7xfqln0XI/jlAYvh+emKSUsoFLgfeApcALSqnFQogLWwgZePG3NcAq4GHg4i0d+13bMLjoerJrOSnytBhSeCtSicIvLYJaAp9mY+otg0RrR/FrBleP2A9T07j6q1epi0cI2wks5RBxLObXbOLxlV9yztDxBLQWhl6GLSfm2NzzzffrBx2hIRGjPNKUtSxpe7hK8cGGlVz68ev8+pM3+LRsHWeM2pl551zM+yefybxzLuYvex/AJbtOSBVBaoFK/jdt/RoWV1d+7/YeOHQQb55/BnOvuoRnzzixQyMBXv3wf836E7sfNQ7p11FauxhScwSnohq3volTL9ufXfYbieY3URKaBhgo4SASnqCmKzOfj8IzIJFiQTxP4BiwobyeS/760ve+v/b4yavHqth7YC0HWmmxQgiCGMTau6AUmHhxCxuFqyLUNj9PSd6vAKiIzGB2+U24xHCUjsSremcpDSdJl83XozS7fgIaDMrpwcpwM2676HNIT1ArgxkvWIvwoKtcpPBsdG08zK+/fI6Ea5N19E9uSrgO3UN5FAYCDCgsZGVdTcauSkHX3BwWN1SipAK3ZV2j0gN2Lb/6wO/qaI43uEalk/o8ohykk6yUl4SrFF+tahuf3TpUVDdy5rVPE4nFcRxFaUU9y9aUc/iho1m7sopNpbUM6NeZc0/bnaGDun6ncz/3+lxcXaSshBJeO++8/wMevvOM79zW9vghZIxsx35XdMs9luW1NyRTRlu+OO9mJQodl5jSqbNDqWD3gLwaugcbmVvZi5hlogmDXqECrhi+L/t2H0pltIlVTVUZ5ifm2ry0bj7vHXgx5ZFGnls1H4vsCWhrGjP73/dBbSzClZ+9yWfl65FCUOwPctukQ9itW9+s+yul+PUnbzBt42oitsc8+mDDKk4aPJpfjRzPo4u/4tOy9XQN5vCrUePZqUtXZpe1k8CQ4LiKL0o3MqLTj8Pk6tKnhJue+w0AZ426irLl7TIAHAenqZnadZu5+i/Hc9XpD7HeF8MOSaz8ZDq9C8LVSDQpQpUuMkm8sv0QK/LEMJUGlg4qAotWbWZDeR29uxb+4Pb/9A1F/EM8Vm277YAhNBJJtVilvHp3Qnj5bQ6gVIxoYgEAK+oeYXndv1DKxUASVi21SVshhMeAahlz1zTPYJeCA5hb93WasdCESsp3ZA78Li4XfHUHx/bakwO6jOXCL55mRUMF2RZ3Xp6F5zDLN02GJumJJ43YiU82rCdqp1P0/LqXWh2zbVyfx3BSVjbHhdc0x4CpF52OT0gOvuuJ9MLbwpMDEZH0uygIfnff/1Ovzk4ZiRbE4jZvfrKYtx++OGNl8V2weFlpi9M+DStWV+C66idfL1sIQZ4xiEZrWWpgF4CGl4zZRY9Rnshr8wnoUhHSLUYVN3HlkGsYVZi+wnSTsjDZ4CgXKQS3jD+Qi0dOZq837s+UAYFUX/yhOHPaCyyrr0zVdSgLN3Le9Km8dejZ9M/LTPacU1maZiTAyyT/9/L5vLhiEVHbwnJdVtbXMKeylL2798c0JImW4lbJ2zY0SVHgx5coAejas5jSZWVZ2VZvPzKNC/52Go+8eQUXPfQSm8tKvQ+EIFlEB8cHTb10jEYHVwqUr50LVwjsgMIfhtUbq7eJofjJu54QRUB2N4OXnez95+DFJlpmY17etB+/MQzbibK87p8o5SbLI2SP+qYrzIKrHEblFbNHpz29mbvy3IkRx+jAXQCgWB8u5V8rXuH6BU+yrrkaBxdDd1Jta9kPwHUEQiqiMsItX79DdayZPXv34YzRO+PTNAK6To5hkufz8dhhRxOzHa8DJl1MqoPa8QpP3ntZZRUzV63LLiOOd44WBEydM/feNe3zuGUzZ+UmFq0v79BtMHfRhjQj0QIhBBs3f7+YR6pN/uwMFJ9pbK2a9v88+hddhyl86LipH1cJom6IQ0IVVDgBVLtXWUpF39x4hpEA6BrMo2eoIGO7T+oc0btV9K5LMJeLhk/KSLzThGRi114d0kS3FotrK1jVWNNa/CeJhGPzxNLsqVQftTMSLbBcl2Y7kXauqG0zvWytN1loF7eTQnJgv4E/qP3fF8MmeNdt+76oJPMgXB9BKY+mPmpwr6Qfow3afM1Wrsw0Ei0QgBT06lqwTdr8k19RyOBJONHnaTsdVkn5imjbKbLwshw1kkQiQAiTopyTKQ2/C7QqwEoBPmElxQHTv4Soan1pWtYM3QMl5GoQdyziysuPCOoWYdtsd7wnmeAgiLlxPq9eiuV6vGddVwjhYNkSpQRSKlwXdNNBSk9S4fk183i/dBlvH3Ah103ek9NG7sysTRvI9/uY0qcfPk2nKR5Pf4Fb6j9kmUVqUlKSE2RjRV12jRvhifqFdAPLdjhht504btIo7zkkLO5+41Ne+nwhutCQQF7Qz78uPIqB3TulThFLWBn6VC2wbYfC/A5UTrcSRx+yM8+/OietTKvP1DnsgNHbvVrYj4XCwG4MLfkHK6suw1IWEoWrNCb4IhiiowmJ1z+XN27isTUfsKp5M32CJZzdf39GFfTljvFHc/qMp7Bcl5hjEdRN+oYKOX9Iuqz4ZSN3p9AX5J5FM6mJRZAClGZx39IZvL1pEVeO3IcNzXX0yy1mUud+aclpqXaollhH+mdl4UZ0kdk3HKVY15R9ApFr+jCkzDAuSqmsFfqEENy0+z78/YsZJBwXhSLX8HHF+Mn87rMPaLISHN5/KIf2G5JdEHA7YLejxvPMn6ZC2+lksvE5RTmEGyLkFIQ4buxIHvr4i7QhRLV8365CSeHJfGTpAkoIhvXtwsBe20ai/CdvKIQxGJH7O9zGm2g7I69zs0h5CNCVZygMfTg9O92LrnXCchsy9s2VMaSriCYTEhwlCbsmTpvViyY0BuXtxh3L/4qlEkgJAWwCmjdo1cYDVMbbcrwVtmqtZ6FJF1u1+p41TaFpLSsLRSyeXhrRVi5VsWau+PJlHtrtZHrm5XF8u6pfuT4fN+29N3/4+GMsx8FRCiOkYUVclNvqDhMSuuTlMKZHdww0zOlfEnXTXQx+Q+fvJx9MSShEv86F5AU9htGiDeWcd/9LhOMWKIjjggvhOosL/vkS7/3pfAxNY/Wmai78ywvEo5kzQMPQGDuyN8VbkSC0akMVD73wGYtXb6ZzcS7nHD2JPXb1xNjOOmkyZRUNzPh8BYahY1k2E3btz4Vn/fgaRdsTPtVAN91GJVWRDQR+aSKFoLfezHo7kx3VKzCKi+fcT8L1pC0qYvUsqF/HraPPYGKnIXx80OW8uXERZZEGdi7uyV5dB2UMlkIIThs0hidWf05DG7JFxLFYWl/BhZ89jyYkmpR0DeTyn73OosjnGf+aWJib573LB6XLAdir20BuHnMQXYOeq2xkUZcMtxaAT9M7TOw7sv9w7pn/OVa7uGBLDcv2sFyHffr05/ghI1lUVYEuJR9vWsPNX04jZns+hs9K1/OfpfMZ26Unb61ZjqlpnDJ0NKcN32W7GI+BO/dl5G5DWfTpsjZ5UyCkIBFNcGLPC9nzuIlc8cD5nNZlIE9vWIGrAUKgN9sUf9VA89A8EsWmt91uPx0FqcNdVx+zzdr8s6mZHa/7DU7sbSCBQlHrZs8CVgoCOb+hU/61uCqMFD7q40v5rOyMZMAwfV/IY2L3u9kQWc+nVY/jKi+FTxMa44tPYnLJqVw27zSydVKlYF24EJJuqZjr0WbbojHmI2a1XbkkA5VSEY+ZGUna4PGrD+g5lHsmHtfhM1paVcWzCxdSH41ywKBB6K7gd+98gO26OK6if3ER9x93BD3y81BKcdXzb/PJ8jUpcUEANNhn5EDuOPpgfEmeuusq9v3Dw1Q3thNeVCAdyPGZ/P3sQ5k8rA/HX/cEG8q9maGwFTLZoTUpGLdTXy4+ZQ96dyvcosbTqg1VXPD7Z4nFrdQT9ps6vz59b47atzWDu6qmiQ2baunZvZAuJdlpkVuL/8Wa2VW1vyYceQGAHKHhjRten1FK8ETdSKqcIAkkJi4+vYDS8AiWNGbKpnXzF/Hi7hnFJjvEhuY6DvvggexlV9tAF5L9ug/hnknHYbsuB7xzP2WRhuRkyJON6eQLcduEI1lWX0n3UB4fbVjDG+uWEk2eWxOSIl+AD484n3xfdmWAt9Yu4+qZb6NJT4Y/gU2hP0BVNIybEnMWmFJjUrdePHXQCaljKyPN7P78Q60Gqs3rqCFT+QcBXWePHn156ICjt/o5fRcopbjvyid4+6FpJGIWop3r1/Qb7HXiblxw2+mce8Bt1JEAS2GEHQxTZ8hOvfjDE+dx9oMvsnhtRVI8MHlLOpywx0787uh9Mq77ffv2z8ZQKJUg0XgLduRFQNHgxnHInMlqWh9yC+5gQ+31xO2NCDQKg0ezMb6R+vgS2g74mghyQJ9p6NKb9dYlSlnROBNXuQzO251inzfruWr+2SSyGCbHlWyMFiTbB1En01AoBdGETsTyoZTHUJIShuR1Y3lNI1Eni0APnj/5zQN+RZ+cIuKOzefl63CUy8QufcgxsgcmLMdhZXUNIdP0KLZt4LqK6197jzfmL8Vxk/ENCT5D4+jRw/nDIfsBsHD9Zs5/YCqReJZ2uZCrG/zuxH3ZqXc3Tr7hqTSXkBedh7xcP3HLSQWazzl8AmccOi6rq+ja21/l03mrScliJZ9gbsDknQcvQd8OtYX/Fw1FXcPfaGi6D7+w8SEynpVAsCzelSrbT7WtMbTTxfx92UdUxUMZ8QuAywcfygm9p2xVmzZHGjjg3fuIu1s2FOAZi0XHXM+0shVc/eVrhO12RX0Q6FJ6CbBSI6ibnNx3LK+tXUKzlWCfHgO5Yqfd6Rzccs3rsJXgk01r+cPcD6mNR1qp5Qp0NKQrGd+1F/fufUSawXlt9VL+79P3CVvxjLiFxzNtWZ14xuKlI05hRHEXticuHv9/rPp6bcZ2w2/w0uaHqatp5r5bXmX+rFUYps6+R+/Kedceij9osr6qjlPvfY64ZRNN2ARMne6FeTxzyUnkBjLHgf9ZracfC0KY+PJvxcy7EdxmRGIhNbWZM32fb39WVZ2DSqrMKmzqIq/Q1b8HBb6T2dT0Gi42nQN7MLLTtSkjAVBo9mBs8XF8XvU8z6z7LQk3Su/gKESaiHnrErjZNtCEi9NReVA8d1jAtDF1FwcBSqDcALfufAzXzn6DJfXlWcPihpQsq6+gtLmRC2e+lLpNRyn+NvFQDuszPPMYTWN4l+xsFSkFX2zahNVOZSNuO7yycAkHDB1Ers/Esp0OGTMAtuMydmBPYnE7c69kkL0pEk+7p0df/4KC3ABHThmVcb7Fqzd7RkK2nkMpRVPcYn1ZDQO2kQ/2fx25oVNobH4QEyerQVUoRvlqecfqzGYVorzqcXYplLjAVzV9qbeCaXs/vOptJhQPpU/o2wfBbsF8+uYWsaKhsuNkryRaatOvaawhlmWS46JSg7rlOkQdixmVK5l25AXf2o62MKTGYytmUx5tSv9AgJCKlw4+hdElmYUycwzTm7BkS0oVeDG95DJeKfi6YvN2NxQ1HRA6pBA01TXTvU8n/vTYeVn36VNSyPvXn8f7C1ewqaaBYT06M2VY/20+gfrZGIoWCOEHzY+d+BI/Oi4ONl4pQglUND1OexVYRZzm2ExGdL+VUZ3Sl+TVscWsangDW0Xpk7Mvc+s/Z2XTl9jKMw5rwvMoMqAqHsKmNUlJEy42mlcjQIFSElfZxNu5n5QC25XJkqveR6ae4KWNM3hk95M57qNHKY1kSmc4ShHUTC6Y8WIGC+TaL94kbtuUBHKY0KU3Pm3rvuaGaDZJEs9YnPv8yxiaRoHpI1uJVhT4pOSUKbvQpTAXpRQFuQHKazJf5Az+fsLmoVdnZTUUJUU5VDdFMuh/CnhzxhJ+ferWzYp/6tD1XnQufoJolskPeGy7l8Od2GTn0xIk1ZNJMOOL1/Fh+VBcPP16kRzMp5V/zTkDDtqq698z8ThOmf4EsWSBI0e5KS2oFkgEE0r6okvJwPxO+DUjY0WR2W7F4vpy6uIRCn1bT2y4dd405lWVZv3Mcl0eWT6bvxcegl9Pn/ns0aMvUko6SA9JgyZlhzpS2xIjJg/ms1e/SsYQW+ELmBR3z14Ppi2CpsFRY0dsr+YBPwd6bBbY8Vmo8AOYKPxIctAJoCERScZT9hlxwklPzFlU+xTvb7qElY2vsbbpPaZv/j3LGmemjIQHL/AcMhLo0k39CAFB6SCFRArQpCKo2/hSFfG8QkauC+lSg2Aph2kVCymNVfPMlDMz6IkCiDoW5376HLEsVMGYY3P97He4ZOYrjH3pbmaUrdmq57Zrrx5Zn0xyRU7ccaiIRHByBX5Dx0jOWqQQ5Ad9XHDwRI7f04sbCCH48yWHEfSbqTwJ/xbyJarqmrnyn69ht6tZceQ+o7PT/4Dpc/+3NIe2NwL+PfGHfgWk9wdXQb1rUOsEOpzxl/ibaJGY8SbNLpb69tFSKcWMiuXct+IDxnftyqkDx3D1qH25f/KJFPn9+AwXQ7fx6ZBn+vjjmEMAmNJ1ICX+nKyspvYQkC7ctwVURZuZX1PK86sXJI/JnrX+5vrFTHr1nyyuTdduMzWNJw44pqMhIAWJIGQYTOnVb6va9UNw1i0n4g/50nJ+fEEfv7r9DLTt4Fr9PvjfaMU2hFJxIrXnI5LZyC0/OgKJwCR751LE8eutZQ0jdjULah5OKsl6+8dcm0wNcG8c80uLkBZDS2mBKwrMKN0CjRSZYbSkoGDIsCk0Y/iljUiWX82GuGsxo3IRPUIFPLnnaQzKK0m9dC2td5VKrpXaPwMvk7vZStBsJbjwk6nUxb9dbO+6/fYkaBro7TRpWii2LT8JzWXY0K5YpkIEBLZP0UCcR7+Yw2F3PcklT79GzLIZOaAbr91xLpedsAdnHDKWWy8+lC5F2YXYFDB7yXqe++jrtO27jxmA1gHzJLANihP91BDI/Q2aMQRECJC4GFhIvo4XJWMRmSOgAAzhoKHQhEpWwzPYsyRzBdcety56nd9+/TwflC/mk8plTN00i2VN61nRVIYj4iBcpARNc8nzSwp8XhKbLiUv7HsWh/Yajk/TMaVG/5wijCxCff1yiyn2b5n9FrETXPjpC0x565+cOf0ZLxiddbBXqf83JGKc9fFzPLT0C15YvYDGhLdiHtu1J+eNGIvRvl+1zIjwanc/edBxfLRpNW+tW0ZDIvtqe1ug99Ae3PvFn5lywmS69Clh9J7DuHnqVex/+v8Oc+9nE8xugR2bQaT2fNpKerTAVS6NrkN1KouslWkkkezce31q39UNb/N55R9pa1RsJSlPLu3bo+1jbLT9WKo14cuL4Qo2R/NSlckMYVIfzyFsx73YRPscBySn99ub8wYcSKMVZWnDJpbUVXL34hlEHCvFwHYsieumDxCtE61kUE7T+d2u+7Jfz0F8U1NB12AOI4q6ZPV1b6ir55FZc3hr8XIaEwkyxh7lZbYbrsRyXI+a10722KdrHLbTMP54zP4Z558+dyU3PvAO8TalWyEZgxDQp2shU289O+2Yc27+D0vXVqQpYvpNnV+fMoVj9t0p4xo/FP+Lwey2UMrFjn+CYy1CaN15vewfxJRN1DWodXIyaLKOEsyoHEjCbV3RlfhMdu88lmkVc3Fcl0mdRnDRwCMp9rUyxlY2lnPaZw9mBLF9UseyRcaKxCd1fjV4CucPzj7ANVlxTpj2BKWRBiJ2goBmYEjJs3ufyZCCLWd6Xz5rKh+WriDhOt5K3PY6jMqWOyFbc6IQHtvKJ3WEENw67mAeXz6bxbUVWBa4dluXpkcbBziw9yBmbl6LTLo5Hdfl1gkHcuzAbzeu/8v4xQezW6CwyV4hm1TGch42EaWlEu8kihxfu4xjt572Kw9duPiERUKZGfP4tkbBQWvvUgelKDLD1CWCSBFgbOFojuh+CL9f9BRrw5m6ObrUOKDrLjy66mMeW/0xptQ8eqIGMvnCCwHCdHFdN1lmtU0AQHhPg+TqYurqRfxh9kcYUsNVij65BTy9/4l0CqTP5HoXFvCHQ/bDMDSemTs/Kz1X2WAl39D2RkIBMcfh5fmL6FaUy3G7jqRzbqufd69dB3HjeQ43PvB2ShSzTWoJCSvTHfKXyw7nwltfoL4pknTXKfYaO5Cj9t66Akc/NwghMfx7o/um0Bh9m139tXwZzaFIRPBpgkongI1Gi6upPJZPyLDQbS+Ia0qbJtvl7bIvsJOD/YzKBXxTv4YnJ/4ffs3Ldv+ienVWl1DMsdGFkbEwj7s2MytXdmgocg0frx9wHtPKVjC/upReOYUc3nsEeeaWC2Q1JWIpI+HdPwjpolyJkC0y7Kr1s3bzH0cpIsnA+hWzXmuVXtdBasmJldvilAMNwbRNq1K03hb87sv3GNelF71zC7bY3p8jfnaGQjcn0t49JBG4yRBsjvAG8aBSNCrHc0gJjZKck7zs5WQvyzf6ZD1/sdZEjO7U2nHajcpAS6gwy/JfgF+z6eyP4tfgqB570jenG09P+i1vl83h9mUvowvNkxtRLpcNOoz14VqeWDOdhGuTcD0l17htJl+E1hdD06BTnp8BgW7MqlifCjKKpN1whcuimnISjkrVB15ZX8Oln7zGcwe1L2Hu4eRdRvPCgkVpBemV8lLblQM4rTTC1nsn5cx0gQdnzObRT+fwyBnHsEvvVnXN/ccP4d6XP2VTdWPa0zN1jQPGD8loS5fiXKbefg7zlm6ksq6ZkQO60btbYdZ2/5KwqfbXhKNv0FU4HBIKY7mgUcU6O4+VVh4mLoOMBt6yBlOl5WNqXmDZciW2TVLYxoODS7MdZXrlfA7qNh6AkO5L1WdvC0PK7JIsCLoGtpzDYkiNg3oO46CemUXDOkKDFUMTkrYRaKmBEi46BgJJwrFRbdQVkg3KQNYJngCkQtleQqoQAkMKbCd9HHGUy6trFnP5TrvxS8PPLkYhZBCptdYa9gvPj93iy5fJmEVASnKFxCcUJjb19ddRU3dVSm6gJDAaXbSwmFp/DKEzoeggcqRCz0Kd6FjjyYPCIeo0c//qvxBzPPfYId3H8saeN3HtsGO5aujRTN39eo7qNYln132WRjF0UzTb9NmTENBgN3NYv8HJ+2udVbX8m2jnJrCVy9yqUqqiYSrCTayoqybu2DwwfzZjn7qPg155kuLuAfx+HZ+moXSFG1QYIYmTp7DyvOp6aSwmkf5vwnaIJCyunfpumq7N50vW06xsXJ/ANQWODn6fTveSfM4+ZHzW5yalYOyI3hyy+/AdRgKIJhbSEH0HQ8WJ4iJQmFKhSRhgNnJQaBP7hMroZYbZPy+do2+7MmsvjbkJXtk4k/l1q1BKsV+37EwaTUj65BQnB+9W+DSd0/pP2la3mEK3QF5W5p4mBYf1G8KSE6/m0b2Op3soLxUD6VC9JcuNt9iKgKHj13SO6Dcs60radt0OWVzVsTBT13zDG+uW0GRl92j8lPGzMxQAgcK/IfFhCm9daWcLQAN+0ZLzoFAqSjj6GrH4ZwCYWi47FV1AUEhCIo6Bgy4MQkYJA/OPBFSyFGq78wowhUX7HukJCrb2XheXBfWzU3+HdD8TigfRLRCg3qpDKUVDouMAdPsXQaG4Y9E0/B1QYb0a4G1/IOG4nP7uC+zx4kMc9cbTjHzqbm6fO5PqaATbdVnXVI+d63Dm5F0wAl7R97jjpFYOVq7CMd3WiVs2bjpQ1RRmc4NHk11ZWs3VD79BbXM0dYzQJZ275PGf359GTrADFcMdSENz7DNkkn0XcV0SW4g1hmSClu9dF3aynkp2Ic1V4VJ+t/ARbln8JDm6j7vGnkqO7iOU/AlqJn8fcyIPTzqTYfnd8Ek9+ZnJDaMOZXRhz21+r5qU3LTLgWl9WxeSkGHy6xFTkEKwd4+BzDjiYv4x+QjGde5J0NTo0CpkgS4lxw4YyVfHX8qvO1gx+HWD/XpmCgk+s2Ieu79yLzd99R7/9+U7TJj6Tz76H6sC+EPxs3M9AWjmWAKd/o1bezpgZ2fQkdlnlIoQjr5KwL87ttNIIvYaXfRGXBwULlL66FtwEqYM0N3fi6r4KuKOnnH6XC1GkyNIKD1VxtJV6c1wXJtmuzU/4sWNb/HKpvcwpIbleoyoestP0LARQmG7kritd6Bo4yHsxEFlSie3ypWnbQVHsKzWq0vQ4pJqCYK3uJXijsPU5YtbP2/78ATYBTC+oAfd/Dl8sHRV5n54LitT9wamZz6aS6IdBVYpRVltE5trm+jTZcdqYWugyXzAQCmbCBoNDvTTQGs/gVCKcitArh7FFK4nf29As+0DpdFeOga8lcVXNcuYWfUNUzrvxEf7Xcec2nUopdi1uC/+JF372T0vYGO4lkYryqDcLphbma/zfTC0sISj+g5jdlUptuOyW5f+XDhsMj3aqOBGHYu7l01jQ3MdDgohZZtgt8Cv6QQ1k9osDEBdSI4fMJpc00eu6eO8YeN4bOkcYo4nHRPUDQ7sPZixndMN4eqGGm6dN42460AbLaxLZr7CF0dfSr7vvyNlvq3xszQUAJo5HiU7oZzyrIOrUi2y420hEEmO+qqaG2lOLEFh4SJwEThuNStrb2FFze/xqRw6aYqAMCm3C1JxCYE3e8/REjTYEkcIrDaBslT7pM7AHC97ek7tQl4rfR9LWVhJV5NSNqaRQFP+ZMEjB1PzGB/hePqs25M3F6AErpuZVyGUbEuCSh1DlufiNU6hkjEIVynqY9mpgSp5Spknue2oQ3ji87ncPe1zYm30oqQQDOtWQqccL2i+obI+az1fQ5dsrmvcYSi2EvnBQ9lcfzOWEthJq13pQhfZ0gdJqSj39VUT1CzaSnn0DdVSFs3zDAYeocOQDrbScJQg5iaYVjGXKZ13wtR0Jpdkl+TuFfr2hLAfinuWfshTq2dhK49MLoVkZHFJykgopfiofBl3Lp7GxnCNV+JJCDTd9d4NR2JogvOHjuP0AePZ+43701xIptTYqVN3Rhe1ZnJfM2YKe/Xoz9TVi7BchyP6DWfP7v14c9Ni/rrgfWriEXyaTp9ACZabOTmSQvBh6UqO7f/zIFz8bA0FgAicAOGH8eESU5k6NbF2rAYh/ISCx+KqBNWR95NGom1CHN5fAgI0kxABcrU4CbeJOrc1P0ATAlPrS6NTjqa8kKGbGlbBFD6G5e1En5CXt/FW2UfE22lFeXVKFJpwcZEpV1PQcIhZbjJe4W103TYBdN0By6MRBXUD23FIqCymsqNlScuuEpSrkAh6F+Szpro2OwMK+HzTBnZ54F4SjkNRnh/V4Em1SyHID/i544RDU/uPGdiDJesrMlYVCcthcI//HTkOIUQR8DzQF1gHnKCUqsuy30HA3XgK9o8opf6a3H4zcD7QUpj9+mTFu20CTebTt+RpVlacREuQN6xgkwMFEvQWjrRwiagCBOlxCV0qeocaiNoa5bH8Vlem66ZqrmgduKd+TCypL+PpNV+kKLoOgHK5bfG77N1tCJ39edw4/zXeLV1M1GkRjkxO2pKxOildFC6rmirpFAjx0eEXctuC6by/aQWmpnF8v9FcNnL3DLr4uC69GNelV+rvf6+ew58WvJsii0Qdi2VNZaCBoSmUK3BsiVKeWGG21fVPFT9rQyFzLsSx5qMn5hDAIaFiuEiMwBEoYxyq4XrvBVKeflFezq/w+8biuFFalGRdRNZzCxSFMkxc6bi6QjqKiPJ7yU1SZ5+uZ/HU+n9gY2FKB1dJHKXRxd+LvTsfxtii3VPnarKbs15D0UKtbd2maV59CuV6md1ejkYrv1RI0EwXTWlM7NKLK0bsxTHvPE28fRbu1gT7hMeNP2H4SP48Y0bK1LW3MY6jaHA8f3kpzfgKNf5v3B70Ly5i0oDeaQlzp+y9Cy9/+g2246aol35T5+jJIynK/WG1KbYxrgOmKaX+KoS4Lvn3b9vuIITQgHuB/YFNwFdCiNeVUkuSu/xDKXX79mpgyDeBXP8+NMQ+SG1LAJVJynKRdPEBljLQhU4iy2RJkypr4NcvzRT7qcmK8HbZLBY0rKZnoIQje+xOj2C6Ua9PhNGEJNfYtq6W98sWk8iiWiuEYHr5ckYX9uKd0sUp0kf796UFhpAMyvNyNUoCOfx94mH8/Tu0w1Eudyz6KEO2BAFSV2jSI3douosV13GVYkr3/t/hCv/b+FkbCiF86EWPo6zFSGsphtYTYU5IzRz8wYOIRN9BqSgB/74Yel8ANBkgZA4hnGh537O8ScJzJgWwMDWHsOtHQ6ELH/1zpzAobyyXDfobH1VOpTS6hi6+Xuzd+Rh6BDM7z7ii0ZRFK7CyvMjtBQULjRzCUieB7dWaEDoxS2K31bUX4AqHaquJ4UVd6BQIURpO14sSglRd7dT9tTMSAI8efDQfr1uL20YsLW2fLMuMuOvwzqZVPDvxhIzPivNC/PWCQ7n8kddIhG2QEAs4DBz0v7OaSOJIYK/k708C02lnKIDxwCql1BoAIcRzyeOW8COhU+4pNMU/w1XpfncBtNT+K9Ya0aWZMeC6CqJ2a4VArwtpmNLgwK7jGF80lJp4AxfNvYOwHSPhWsxjOW9v/oJbR53PToUDWdlUyp8XP8uGcCUuihzdzx4lIzm17770CHbih0KKbBKUCoXFO2XzmFW1Oq1QV6vRa13BA5iazsn903Ol2qLJiuEolwIz+2SlLh7JKnLYFi3XNn02lw7eix6h/C3u/1PCz9pQtEAYIxBGJtVPk4XkhrLnEQwq/jPflJ+KUglsHLIZC9HC21YuPiFRsohRhcewS9FJAHT29+Sk3r/+1vYd2n1fPqn6kgarySsykxywI3a6gKBfGpw/4BD6h/rw6savidhxdinsw43z3sVuZ2QE0DenCCEEf598CGdNeyGjKpjQIMf00RxLkD5R8q55QJ8B7NajD19v3oyhSSzctP1anV+Zz+arslJs180o/OK4Lte+/h6NAbtN3F3xh7c+ZljXzgzr9uMUu98KdFFKbQZQSm0WQmRrWA9gY5u/NwET2vx9qRDiDGAOcFU21xWAEOIC4AKA3r2zF+zpCHn+fSgOnUh1+D94XGULcCiSDt6CxyC/4BZOCg3m6XUPYCsLhUITOo7rEnVyAQe/NCnxFbNPl8mMKxqWUpV9ct27NCSaU/RyBxfHTXD78me5Z5cr+M3c+wk7rTGsJjvK25u/4qOK+fxt5/PYqXBARpu/Cw7qMYqnV8/CcVtU2hS67jHvFjZsQCqD9ikdmlRJd6yHwXmd+euuR9IlS45HZayRG+a/yPy6DQD0yynhjzsdy+C8dOXZPDPgVe/bMvsd8PSkjuq3fUX6fmz8IgzF90GubyS79niX0oZ/szn8CnG3Ki2/TrZJq5MCJnU6iT6Fl3+va+XoIW7b6QY+rJjJnNpvqIjVUhVrRiWr6ZnS+5qO6bknB3UbjxCC3+YfnDr+jY1L+bJqXasmP+DTDM4bPBmA3br15c1Dz+acj16kLNyIwpMICZkmUw86jT9/+QkzS9elGZJcw+TOKV5s4eghw/nXnC+xWtKwk8/B1DSsRMd1kxOOk2Eo5qwvpTkez3jfEo7D83MWcvPh+32XR/eDsN9++1FeXp7to4KtPEU2B17Lrd0PtGjA/BG4Azgn20mUUg8BD4En4bGV1/YaIAS9im6hJPcsmmKfosl8AtJHIvYRQuagzCkkRAGjgoO4aOCVvFn2FD3lHEb7SwloGrVqJ5ZbhzI0fzyjCwYjhMBJzCdefxeW28SH5WZWPbHaRCOvbJqZyuxuj5hr8felL/DMpOt+UEnawXlduGDwFB5c8YmXMiuTsbzkKR0sFOkTKiHAb0ju2PV4JnfuT0DPXlfdUS5nz3qIimhD6h5XNpVz3heP8PpeV1FgBtkYribsxBiQ05XTB4zj0ZWzSP/alcckS4NLqIOaMD9V7DAUW4BP70b/4qvpV3QVy2tupqz5WYRSaO1yr6UI4NO7d3ierUFID3BkjwM4sscBADQkmqi3mjGlSX2imV6hzuTo2f2/90w8jt/NfYMPypYjEeSbAf445hBGFrbOioYUlvDZsRezqKacOZWldA6G2LfnQHyazoP7HcX9C77kP8sWEHNsDugzkGvG7kGuz+vsPXLzuHv/Q7hy2jveS6883vmDBx/BWa+8krWcZZ/8AoJGpmhfR1LmrlJUh79duHBb4sMPP8y6XQhRDzhCiG7J1UQ3oDLLrpuAXm3+7gmUASilKtqc72HgzW3U7KzwG/3wG/1Sf0tzPF+V/4aGxOtIdFxsquxcxvkq6KHXoQuPr13Mp+zuW0K3/BkIIUg0P4jV9A8gzmNVw3HUQLKlW7nKImGtIp6FZdeCylg99VYzuXqQp9e9z+ulnxFx4ozM78clg46if87WvTPnD96Tg3qM5P2yRdy/6v10D6kAQ3ewbZ2g3lqj/o6xx7FHl0GUR+v4vHopxb5cRhf0RbZJEvyiahUNiQhumv9UYLkOz679lC9ql7AxUo0mPDLJ//VaiNUDXtw8GktJfNLGciVOm6C/LhzGF+ZTYP48aLEt2GEotgJCCIZ2uoUi/ySWV19Oej0GgRQ+SkKHbNNr5pu55Jsek6pboHiL+4Z0k7smHEvYThC24nTy52Qtcg8wsrgrI4u7pm0zNY1fj5nMr8dM7vAaBw4YxNw+fZldVoouJeO69cDQNJ486hhOffn/2Tvv+DiKs49/Z3evqldbki33gnu3wdj0YprpNYQaeigJBEgIEHjphFBDJ6EXUw3YgME2xr333tV7v7Zl3j/2dNLpTrYBA4bo9/nIlnZndmZnZ+Z55qlTopR8LlXjgaNjAwICdM1IwacYGE6JYoIIm+F6HBpH9vtxYor9jKnARcCD4f8/iVNmCdBHCNEDKALOBc4HaCYy4XKnAWt/8h63wtLSG6kNrsF2N7UNDTqpPrpoNahRHLCJtBpobHqTJO856A3/BIKU6V6+bczHoZgErWhPShWTYd5KLkqZyczyYyjX4881CbgUBw9veJu5lWsiRGVl7VZuWP4UL425hU7ufTOv7ZqQzu96HswL22ZE6ePAFjVlJji4b+h5SCQj0vNxKCqPbPiQacXLwqFxIM2ZwFMjr6CzxzbB3tZYihQ+PA4r0t+QoRG0dD4smkfADGIh0RSD7q5a+riXMyjf5LKuSwmYDrxKiKd2H8yn5QNwKiaGVOjjrePh0d8vCdOvAR2E4nsgO/F4El1fsrH8Bnz6FkDgdfamf+ZjqMovb7GToDlJaOeYvT/g1hxMzO8edW1Mly7MueRyXli2hJWlpfTPzOTyEaPolR67Aczctp0/fvYZplMiLdvUURiQYKr0yEjnpMGxcZ5+QTwIvCeEuAzYDZwFIITIxTaDPUFKaQghrgO+xDaPfUVKuS5c/2EhxDDs/WcncOXP1XGfXkhtaD2S6JNegmJ7DlmyxdcCQBKgseltdH0LftPFNw35zGvKJUkLoOEgydKpM104hG2W3cXZyC25K9CEwikZRbxc2pW2yaw0oTImox9NRoA5FatjDDVClsGU3d9yXd/T9umdTGniVDQOzuzDgsotUQH7XIrG5K6jGJvVcqL6ong5XxQvt+Okhcch6A/xt9VvcPfgc3hl2zRmlW9AKBatNW0uzQDLhW4ZeBUfN3WdTW9PBQLYFkjDlE4GJ1SQqNkisBu6L+APeevZ4etEZ1eQPp2vR/Xsf+/0Xxo/GaH4HnborwAnAeVSykE/VX/2F7yOHozIm0rItCO+OtU9c/v/C8hJSuKuw2MTubdG0DC48fPPW4IMNjOhDjhpSH/+fsyROLUDh2+RUlYBR8W5Xgyc0OrvaUCMf4SU8sKftIN7QNCsCYubomMONVoOlgVyqbdcCKCz1kh/ZwWqkASN7VSGSnmpcjQBy4GFgqZIEh0hjk4sYJy3goJQMtkOH71c9REic0ZOZyrVg5lWspiQZeAQKopQ6JHQmdsGnMvWhkKciobeRjxpSJNNDQVsbSzg06LZlAerGZ7anxNyJ5CotTBda2q38szW99ntK8GlODmq0xgKfOmUB+ojeoVBKV34Q+/o+fd+wTwCbcRiFpJtDSVcueQxAqaO0TpscRipqp+u3joqjUTu7fEhLvvIC0BXdw1BS2WNL5vB3hZJZIYnjy7pp6J4TkSELSd/a/gpV+Ze7dDD+C/wNPDaT9iX/Y4OAvH9sLiwsJ1cz/D+5vXkZaRw1Zgx7YrMmrG1rIoVu4oxpaR/TiZDu+b8KGXpbxHJzj5RkWHBNrOuNFMiDmkSKDUS8Fkao93FmEiWNOUStLSoZFpCwI5QMmek7qSrq40OSXiooT9D0tMZm3Uaua58CvxVdHKn0ScpD4A8bya6jNVjqCgkaA5uW/UvOzIykk0NO5laNIub+l/I8NSD2OUr5e9rn484owasEF+XLeLQ7GEcljWZIl81fZI6MzA1loP3GfED81lIgqYeY9WtYXJ97iIOTS7AxIFDhDCkpK3WzClMdgaTogiFO+1x1DhWlb8l/JSEYl/s0JFSzhFCdP8J+9GBAwBKvJSY4f3dsCz+vWgRPl3n5kMPjSlWXFvP3VO/Zt7mXS0CDglYoEgY06srd556FN2zOsJ/AKiKm4PS/8Taqvsj1/yWI8prGWxHzQbLRbXlJEHR2RnMwCTWG7vI8OKzBAlKSxh+S8K7Nd34tnE5gpXh7yv4c78bI0QCIFPOZZS3mKVNmYRky7Mdisa2xu3oMohDscIuOQZNZpAHNjxPsiORPHdXQm1OBUFLZ07FCi7veSqjM+I7tEkZ4vK8AGZgKeW6i0+ru1MQSgrfsxMOpGl+glJDImjSnfw+ezXjkwtxKhbN+WxUBJYUBFqJ1YSAPGctlrStHd3uU9F+40QCftrosVF26MCPMpAXQlwhhFgqhFhaUVGx9wodOKAwukteNOff5hDgNwz+u3w5QSNaRNEQCHLWc28xd/OuaC4wHD7LAhZtK+DcZ96mqvHntZo6kNEj5Vz6pF4JKFiScGbFeL5A4LNsvVaK6ieeo4BLGPikD780sKRESslKfzJzGjPQpUlI6gSsIAErwOObn8II+zxIqxZZdzu35y3hhNSduISBQNLHXcdtfUeCCOAQFkpzqA1AFRJTGtSE6lhRuzFG9wE2kSkLxCb7ApDSj6w6m8PcUzgqtYAzM7fxSp9ZHJ5cjEtxcGiayYWdVpHu9pPlaSLT3US3pGompW/BpUSfwoQQuNswOFJCneGmRg4hOf0NktKf2eu3+C3gR50ohBBfA53j3Prbj3luPPwYW/MO/PJwqirPnnIyV3z8CT6jfZPKSp+PvOQWx6iPV6ynMRhq42fbCmGP8ZBh8O7C1Vxz9Lj93fVfLfqnX0uGZyTLy++hwaoKu15Hj6IEvGHfhNEJuyjUU+jsrMOrhKgxEigLJTExcQeKAJ/U8YXFSHMa+xGSsduHKU22NG7loOT+yOBsbE/vIFd3XsdVndZhYeezKBZZgB7FPNiBDG3BmESgQjjTRvRy94omuhqPEyydBcKB4jkDLekGpLEbs+YaFLMgokNxCIlDmNyRv5ICq4FAaCtPVowKZwC0TwUCcIv4/iDx5pzh/hP9u5y7x7H/reFHEQopZbveUUKIsn2wQ+/A/xAOzs9n3hV/4Mx33mFbdXXMfSEEmd5o67E1RaUxAQRbKhBhgIOGydrCuM5z/9PI8ozjuG7T2FX/JbNK78dqpbuQEtyKjlfY0QCSVD8HJ23DQqAIyHQ00ttdzhBPScxzjXaEEQIiJ4q2pxM70KUd7XW3bxVukUtQRovEhICwiwcuVSBNNcpiKkkVPN5tPmqwkeYUAlbTq+ihhZj6VjQCiDhiTqcIksVyPvT1DUfbbYFEUKwnkedsiPOerX6XCvWOv3N+1/8tIgE/reip2Q4d2rdD78D/GJLdbh489ljcbSycPJrGFaNG4WpzvVf2HuzswwFSwU6j2j/ngIsXdcCgW/JxnN79LfITDkUVLlThJig9lBrJ+KWCLgU79TQQNpEAWwzkUEyKjETaxsIb7inGKeLFJgvQO8HWUQjXERAnC2RQKqz2CxKdQTJcjaQ7m3AoYXFVVDuSvw24mAHJPdCESqojiZvyU0lUQkRv4UGkvh5L+mJOH5aEChMKdEm9pWASP1XxR7X9sUMoNutRVBBeUjM/onPGO3TO/Jg+XQoY1fmqdsf4t4yfUpm9Vzv08N9vYyu9M4UQhcBdUsqXf8J+deAXxojcXF4+7TTumz2bzVVVpHs8XDVmDL8fNiymbEZygh3CKLz+m5d4RIgSvu5QVc49eOhP3/lfMZKdeRyd9yAAIcvPq9v/SECvYKm/B4PchRFxTGtIBKVmAvlaIxpmJDFSf3c5uY46dofSIhGWBdDbVUpNzTV4st9GKKmI5AeQ9bcjpYWOjoKDd+p6simYHBEPqUKS4vBTG/JiAUckb+PQxN0kaQopQvLQoFvQtK5UBovw1fwFZKwuypI6OgZSKqgoCCEISlgetEmKhUDgpK+3gBX+bHyWO6r+9lA6Wtp7qIHXMPUNqM7BuBOvQdV6Ehtf4H8PPxmh+B526Of9VH3owIGLcV278umFe3c1WFNShqnaR1/Z6gQRThQC2MENf3/YCLKSEnjyy3n8d84ygoZJgsvB9ceN53fjh/9Eb/HrhVPx8PseT7Ci5jM2189nlxwHzCFeOGC/5eD1umGMdhfS21WNKQXrAtloik6GoxGf5URBkqCG8OFgRf1WstJ349Dy8TkOZZUxniw5DQEEpcUqfwpmHGFGpqOBP2bNJ0nVI0Qk4H+fYGA629Q/MaNiNiNcxRzuFTiVtmpKO+y+ISxCGDilxsaQCNsviXAJEMLi6ORNfFE3kJBUUZAoSM7Jv4BkzwjwjNhvY/xbwoHj4dSBDsRB5+REHE4FI2RFZNc0B/EMexhbAlYUFfPA1Nm8OX9lpG5TUOeBT2azYnsRp4wcwCH9uuFQf/lkPAcKXGoC4zLPYVzmOQDMKrqGCv/yKB8MS0KVkUBQasz1d2euv3vkugBcqolL9UfKG6isD2Yx3DeHIF2YUfwIhyesjOSXrzI0VNGSHKkZQsCJyRvQFJ0mCQ7sMOlCgCWbMJuew5A9WR1MZYK3BEvKiIhMSklzlnqbGBkEpEmNdBOrvBdkOuu5JnM5q/1ZmGiMyXmAQWnthyDvwE+ro+jA/xASExNjrt199908+mhs3h5VVRk2bFjk58EHH2z3uacPGUjlzC+oXjCLcLbXFil0OASRAJLcLt5esKqlogSzsYmdbz/D45edwTkXXsIx977E23NWcMnj73LENf8gt1svevbqxfXXX49sK4T/H8TBne4lydENTXhQcGFJQYOZQLUZ+2335OIYtBRmlz3Ft6V/ZaB7M0qrU0qq6gtnZ2yBgsX4hM10dVXgl4IQgiYJ9bLZCgq6OWxzWF0KvvWnUmOp4cRdkhAWq4Ieykx3JOR4PLPaZkigi9vktLzJXHLQ53slEj/V3N7Tc/aGGTNmMHLkSAYPHszIkSOZOXNm5N6yZcsYPHgwvXv33m9zu+NE0YGfHR6Ph5UrV+5T2U5JiZw8sD9f79iN263h143mDJ+Rzcrl0Dh5UH9mLN3SUlGComp0Gj+JYGUpgcoSqhp8PPDJbEQItnzwMt0OP4OufQ5iw+IP+OKLL5g0aVLcPvyvwK1lcHz+O1QF1uAzSklx9aHB0Pmo8HHKgyW0jrPfy9uHnb5NcfQaEq8SQEe1UwYLPcL5A7gUkxGeApb7u4brSo5OXktvZ1WbTHsCE0lAgkeAIiycwiBDa8AnBd8FUslT6+jqaEARoJPAymAqw111ZKoBTClIEBZNlhpF1QQanRJPJSvzvp9iCL/X3P4xyMzM5NNPPyU3N5e1a9dy3HHHUVRUBMDVV1/NCy+8wLhx4zjhhBP2y9zuOFF04IBHl9QUrj10HFMuOY/JIkDlmy/jFZJElxOXpvLHw8YxsW+PKC5XWKA6XCTk9US0sqSSEvSmeqxQEFd2PnW+AN1HHMrHH3/8s7/XgQghBJmeIeQnHUuKswddvH25pvcTnJxzOZ1dXchzd+OMvGs5Ke9iclwhBBbNBEQgUbFI0lpCyddY3pgsjRMStzEhYStOodPFUU2m1thuwuEg9jdrtBQy1EaSFX+E8FRZHtvwTUKW6kMI+KqpK1MbuzPbn8eaQC46SqR9VXhxa7n0Trt5fw/bfsGLL77IpEmT8Pv9ey07fPhwcnPtMO0DBw4kEAgQDAYpKSmhvr6egw8+GCEEv//97/fL3O44UXTgZ4ff72dYKwun22+/nXPOOYc777yTUaNGccopp8TUEULw1XvvsGnRAgpXLGFtWRUvPfM0C76cxlNTXuEpoLS6jsZgiIQuPck5/PR229eb6nAk2mkqg7pJkW6hhLmxDsRCVRyMyTyRMZknRq7plg+PEqKrs4k604MuVTyKTrLqj0rkU2IkkaPWA1YkvLmBQpIWYKC3mE5anZ0box0IICDBEE4MPFgEaFa4B6SDYt1DthYgWQTppDaiS4UqI4l6y4lEsCnQhZ7ebPolDSfZNYAs79Eo4qeLsPxD5jbA008/zVdffcXHH3+My+XikUce4c0334wpN3HiRJ588smoax988AHDhw/H5XJRVFREly4tsa+6dOkSOWn8GHQQig787GjveH7PPfe0W+f111+nS5cufPzxxzgcDsZ078KYRx6ER1pkwKZpcdlL77NkexHSJKLsjkErma0iBBmJXmo7Agt+LzgUL0PSLmBNzVs4lKbwVXsMlVb6AROV5YE8kpUgeY46QpaDoDaBHUYxGo0YqBhSYAmBImWU+ElKMAX4UXFpOZzf40UWVzxJY3BOOIS6oNxKRjcUVAEOLNKUAB4HhEgi3T2CIekXkeM56GcLHLk/5jbALbfcwi233LLX9tatW8ett97KV199BRBXH7E/3r2DUHTgV4FBgwaxcuVKCgsL6dHDzjvQLtc1fjxX33oH90z5ht2VtdQAiqIgANUCZ2IqemMdYDvqDclxsbXqx2Uo/F/EsIxLSHLmsrr6TQJmLdnuQdSGNtNkFNOS40HiFnZGiAW+g0h39+SM3IeoKPwb1YGV1BoestR6mqSDRBGKcuYWQgMcOLUc8rPewKnlcXyX+1hQegclvrkIVEygSXRnUOqJKEKQ5plAgvOAymuyV3yvud3qRFFYWMhpp53Ga6+9Rq9edtKvLl26UFhYGClfWFgYEVH9GHQQig78KjB8+HCuvvpqTjnlFL788ktyc3P3ynW9feN5fL16K8/V7qTWGeKZG87jkfdns7FQRXO5kTXF3HnDpTx155/44x//+DO+zW8DQgh6Jx9P7+TjI9d0q4m11W+yue4dLKuRBCWIV03D4ZrE0MSJ9EgcgyJUTuv6MGtrP2d1zVsU6JDnqMBEwynAqSTRNfVuXFoWqpKMyzEgwhUrQmN8zoPUh3ZSHVxPgpZDpnvYrzrU/A+Z27W1tZx44ok88MADjB8/PnI9JyeHpKQkFi5cyNixY3nttdf2z9yW4WiQv6afkSNHyg4cWBBCyLy8vMjPP//5T3nXXXfJlJSUqOtSSqkoihw6dGjk59Zbb5VSSvn3v/9dfvLJJzHPvuuuu+QjjzwipZTyiy++kMOGDZMVFRX71K9u3brJtLQ0mZCQIPPy8uS6detkcVWdnPLZV3LAwIGyZ8+e8tprr5WWZUXqAEtlx9z+WWFZlmwKbpa+0Laob3Eg4ECc2/fee6/0er1RbZWVlUkppVyyZIkcuJ/ntpC/QvtxIUQDsOkX7EImUNnR/m+2/W5Syl8kcJQQogLY9Uu03Qq/9PdtjY6+xMcP7csPmtu/VkKxVEo5qqP9jvY7sP9xII1vR1/i4+fuS4cfRQc60IEOdGCP6CAUHehABzrQgT3i10ooXuhov6P9DvxkOJDGt6Mv8fGz9uVXqaPoQAc60IEO/Hz4tZ4oOtCBDnSgAz8TOghFBzrQgQ50YI84YAmFECJdCDFDCLEl/H9aO+VeEUKUCyHW/pD6+6H944UQm4QQW4UQt7W6frcQokgIsTL8c0K8+vvyrFb3hRDiyfD91UKIEftadx/f+ce0v1MIsSb8rkt/ovb7CyEWCCGCQoibv0/dDkTjl5jf+/rsVvd/0vm+H/vyo+f+9+zLz78OfoiX3s/xAzwM3Bb+/TbgoXbKTQRGAGt/SP0f0z52JvZtQE/shFyrgAHhe3cDN3+P9tp9VqsyJwDTsQPpjAMW7Wvdn7L98L2dQOaP+N770n42MBq4r/XY7o/3/1/7+bnn9/6cb/v7e//Sc/8H9OVnXwcH7IkCmAy8Gv79VeDUeIWklHOA6h9a/0e2PwbYKqXcLqUMAe+E6/0Q7MuzJgOvSRsLgVQhRM5+6sePaX9/YK/tSynLpZRLAP0H9L0D0fi55/cPefZPOd/3V1/2Nw7IdXAgE4pOUsoSgPD/2Qdg/TygoNXfheFrzbgufEx9ZR9EX3t71p7K7EvdveHHtA923M+vhBDLhBBXfM+297X9n6Lu/yp+7vn9fZ+9pzL7+3v/0nP/+/blp6i7R/yi0WOFEF8DnePc+tuvpP14ISub7Y2fBe4N/30v8E/g0h/4rL2V2Ze6e8OPaR9gvJSyWAiRDcwQQmwMn/b2Z/s/Rd3fLA6w+f19nr23Mvv7e//Sc//79uWnqLtH/KKEQkp5dHv3hBBlQogcKWVJ+IhX/j0fv9f6+6H9QqBrq7+7AMXhZ5e1etaLwGd76W+7z9qHMs59qLs3/Jj2kVI2/18uhPgI+xj8fRbLvrT/U9T9zeIAm9/7/Ox9KLM/5vv+6sv+mPvfty8/Rd094kAWPU0FLgr/fhHwyQFYfwnQRwjRQwjhBM4N16ON/PI0YG2c+vv0rDZ9+n3YAmMcUBcWG+xL3b3hB7cvhEgQQiSF3zsBOHYf3veHtP9T1P1fxc89v/f52W36+FPN9/3Sl/00979vX36KunvG/tCI/xQ/QAbwDbAl/H96+HouMK1VubeBEmzFTiFw2Z7q/wTtnwBsxrY2+Fur668Da4DV4Y+Vsw9txjwLuAq4Kvy7AJ4J318DjNpbP77nO/+g9rGtLFaFf9b9hO13Dn/jeqA2/Hvy/nr//6WfX2J+H2jz/UCa+9+zLz/7OugI4dGBDnSgAx3YI/aL6OmAdBDpQAc60IEO7Bf8aEIhhFCxj2STgAHAeUKIAW2KVQPXA4/+gLod6MAvhg4mqAMd2D8nigPSQaQDHfix6GCCOtABG/vDPDaek8fYn7JuZmam7N69+772rwPYRgtCxDOz7kBbLFu2rFLaeYUjjAyAEKKZkVnfXFZKWQ6UCyFObPOYvdaNh465HQ/tuU504Pui1dz+XtgfhOJncRAJezxeAZCfn8/SpT869tZvEqt3lvDc9IVsLamkR6d0EpNcfLtpB7phkpOaxC0nT+ToQX1+6W4e0BBC7Ar/+rMwQR1zGxprm9i0ZBvJGYn0Ht4DIQRWcDZW/T/ALALhQXh/j5J4I/ZhzYZlFoHViNB6IcQv6hb2q0Cruf29sD9G9mdxEJFSvkA4q9OoUaP+J021fIEQG3eWkZLooWdeRuSE0OAL0OQPsauylutf+ISAbgBQVtsIgOkAVCiqqefG1z5jYt8ePHHxyTg0Ner59f4AhTX15KYmk+p1/6zvdoDiZ2GC/pfmdsAXZNqLX/PtlIV4ktycfNWxFG4u5rW7p+BwOTANk6wuGdz/yUlkJt0ABACY97mD1x6ZQ3nRUroN6MGl903ioKGPYukbQGiAE1fqw2juY9tt2wqtxgrNRyhpKO5JCCX553np3wD2B6GIOHkARdhOHuf/DHX/p3D7U1OZuWhL5O/0FA9P3XYWz3w4j4Xrd6EIQcBpYcTZixQDrGaaIGHu5p088flcbp58GACmZfHAtNlMWboWKSSGZdG/exbPnD2ZnISkn+P1DlQckF6yv0aY/k+xGv6FDBQyZKibJZ/lsezrFNZ8twFTtzANk1DAVmEWbSnhb5Nf5LlvAggBX72XztO3dkMPKYDFpiXbuHPyU9zx350MHh8EGQSaCNZcj5I5FcXRFykl21bupLainn6jeuAWd2AFvgFCIJxQfy+O9FcQSjbSPw3QEe5jEI4ONVI87Bc/CmHHon8cO8ztK1LK+4QQVwFIKZ8TQnQGlgLJgAU0Yoe/rY9Xd2/tjRo1Sv4vHc/vePozZizYFHNdqALpEpiW/Q11LxBHDyEBy0ULj2uBV9NY9MB1CCF44dvF/Hv2QoKGiUSCSyJVCzVB4dOLLqZXSsb36m/ANHhnyyqm7liPR9W4oN9wJuX3+9XoSIQQy6SUo4Qty9gMHIXNyCwBzpdSrotT526gUUr5aPjvfa7bGr/FuW36piDr7wH8kWsBv+Dey3uzfHYzVy/J7BLECCnUljtxeS0e/3QD+X0DnNZ7OKFgrN1NryGN/HNaaydoFc17LnX1f+L24++jfHc5QtEZd2wl1z+6C4czeq8TIgEViW1jIwEV4T4NJfX+/TwCBw6a5/b3rbdfhHpSymnAtDbXnmv1eyk2R7VPdTvQAillhEi03mYlIE2JabJPej4pJDI7hMwNgUPSWK+xqbaM/mmd+e/85TaRcFpYPf3gsBeUIeGGBR/x2fGX73N/DcvivC/fYmNNOX7TFoEtryxmQclu7h0XKxY4kJXsUkpDCHEd8CUtjMy6PTFBQogbaWGCYur+Ii/yC0BaNehNb2KFFqPqyxFhEVIz3B7JJbcXsmtLT8aeWMmky4pITDMRQlKwMYFnb+zPlBfzSUjS4xIJgMItHgBMKdGRqFioZhF/P/kBCjcXYpl2uSPOqIohEgCqDLbhq0xk4H0s3ygU7+n7Yxh+M+jQ/hxAME2LDz5fzvufL8fnDzF2eA/GjOqBiGP0IQgLvC1ADduF6CAdxFAUIUF2DSJzQvaWBcg0gwvm/ocPj7iSOn8AicTqHSYSrepvaixhd2MN+YnRUaSllAQNE5emRm30XxVsZlNtRYRIAPgNnfe2reayAaPpnpxGwDR4ePm3vL15Jf6AiVtx0C8tkz+NPJTDuvb40eO4P9HBBH1/WGYx/sqTwGoEgqg44jIzPQf4eeTbpWgOGdmwK3YnsHtrGq4MN99Oz0JaElsAEQtvkkmtqRNERtZD1botFG7xR4gExD1kIyI12tyUkmDdXzD9H+JO+hOac0Rs5f9BdBCKAwgP//tLZs7dSCBob7Jff7eBbxduBkXGn+3QQjFkWBchQLb6qsIMnyZaEYnmegFD5/lN3+FIFJiYoMq4BGnKzhX8edCRgE0gXvxuCS/OXUJTSCcrMYG/HDuBE4f0B+Dbou34jLbuMqAIwaKy3Syp2M09y2bQqIeQPrujActgZUUJF894nxSXm6Pze3P90IPJT079/oPYgV8Mpbsrefa2d1i7YDVCHcL4Y0s459ptZKXHN2+1hBXF6RuGYMfGZF67fwimKUABgYVwuZDBYEz94/5QSjCsk2t+Sm11LYrWidZb2zdTMug/sglPgrWPb2JiBL+lMbiIhIxXcLgm7GO93y4O5Oix/1Moq6jn6zkbIkQCwLIkum6i6OFlILFPEM0/gGqAqoNqghYCh1+iBiRqCNSgfV/xWnHtbSwkq6oLcedbSEc7i0hAia8u8uez3y7i2TmLaAiGsKSkrKGRv02dwaxN2wHI8iTgUGKnlYpgVvFW7lr2JU1GCBlSIg1IIUGx+1MT9DNlyxoOe/9FLpj2LqsrSr/fQHbgF8HGZdu5fOzfWfTVapoaoLHWyZfv5XPT6YfgC0BbXaiUEp8VzVBommT44WUItRVhURSEy4lwuUCAqlmoDguHx8VRV9TRFl0H1mG0EVXN+TidVXMT0UN2u5YEC5X2ZLa6bD6OBPDX/t3ur9WA7vuIUNPbWGbJ9x6fXzs6CMUvDH8gxKdfrOLBx6fHvW9ZEmECFgjDPiG0/kHapwBB+MeyiYNofTgIiLhrQgDdkzI4rHcvyNLbWTeSxdWbeXH1HK5/dSrPTF9AsMFAGESIT0A3eHLmfADO7j0UVcROK4eqMrtkK4FmkZSpAMJWnjd3vvV7S8nckl2c/fnbfFu4o93x68D+Q3lBFTvWFmDoxt4Lt8Gj1/4HQzfbXBXU1zj59M0uGFhY4UikprRolCFCtC0PQkgcLiv8u4j8r7hdONIS+OeKBfz53XX839S/2JO9DSxTgMuNUCRC2BNUc1o8d3ceBQGDGsugytLZaTRRZgZjoqQGpYHViqsyzW0Ubnya+pLB+GpvwF93K41lBxOof/x7j9GvGR2ip58JUkqWLdvJrJnrUVWFY48dTF7XNK64/jXqGwP4gzrSEd9iCQHCtLmsqBKWTSdaQwCY4PKquJ0O6gMBhKGglmuY2UaU+MmlOriy7wQy3YnMLN5EvR7AipJySRQhqW9q4vF3liJM0dJGmFBIh12ysMbm7vKTUnnmsFO56btPsZBYUpJgukitS2BXtYmiqcg0wxanma3eRrFQNAsESEsgDQUsgd8wuGPeDOac/YcDVun9a0d1aS33nPsE21btQtVUVE3hhmcuZeLpYyncWsaquRtJSktg7LFDcHmcMfWbGvwU76iI+2xpKaycn8HkSwuplwKJb499KS9IwN/giL0hJH1HV+NJNuk7yku3vEGUVR1Bk38qYLFiZh7T/zOAqkIXwmkhLAf5vctxe3SGHVXD8PPLkF6LmlbrpVYaYFqkKw4sLHQsm3Fp3X8JTu1RRBRRsgg2Poai9cTpPWWP7/NbQQeh+BkgpeTRR6Yxe9YGAgEdIeDrGevI7ZZGVU0TpmnZqgarmbuO3hCFBVgSobS5ThsfiebrQnLNH4Zw7uCJTHj4EYIFDhxrPdA/gJlrnxyElAzISmRG+WLO6jqez465ipc3zWdGySbKAw0Y0kBTLZyaibHVaxOlNm1jhvUhAnplt5jQHtWlN8vOuZ7VVaVsLq3kgelz2GXUAgJFAFIiXAamriENBaGaCGeLQhMhEaqJFVBBCooaG/AZOgmO2E2qAz8OUkr+dsoj7NpQiGlYNIdje/TyF5gzdTmLv15rc/Sqgqoq3P/+jfQd3j3qGQ6HFuHe28KdqHPZ04sptSxcIhEnTiAUU84yBXpI4T/3DI25p2gmTrfFWbeuA1Q87nEAZKT8DX9wDjPfyeaTfx9EKKAhLQuMAELTKNiZS6f8JtJ6VaLFsXoCqLEsGmSQNAEOIaKYEfv0Y5vNxhk5mmr/jMNzEiLOCfq3ht/+G/7M2Lm1jG8+X8W6lbsjctn164siRAJsLiUY1NmxuRyz9XG9mWkJK6ehRSqjGsQeH9qBkmSwRd2Cpio4BteD20QoEucGD55FblJdPlKTfewKFDK1cBGXLnqCAn8pfx12HLMmXU9+ioMEt45TM7GKXVjFbpDtcPMS3JrGn48+NOqyQ1EZmZXHu4vXEjDCooyMIHTzQZqO4rFwJIdQvXo0kaCFTgqHidBMVE2imya76mpp0mM3mQ7sG/yNfj568nNuPfYeHrroKTYt2cr2Nbsp3l4WJhItCAV15n+8hFBAJ+gP4W8M0Fjn464LnsayossKdTfDDi9Fc0SLkhwuk8Mv2I7mtMsHZSO6DIVtlJyAFyFScTjH4XT+jv/7/TFsXWkzHLbZtCSvTw1HX7idOz/6lpxefoTwkJb8JwA0rQud02Yx9bkhhAI2zysUJYrRKtudwJwP8jFCsZu9lBBCEJSCqkaFEFaUGCqEpLzYEel/LIJUFV1BTdHB1JcfT8g3JUYX81tBx4niR2L53M289/wsyotrCKkqdXUBVE1BSuicl8rDL1zMgvlbI0SiLYQlkUqzLJbwIiK+TsGUSK0VxwNIhVZWfhI0iXd8DQlaHgAjc3uy+NgtGMVOqNPQevgQLiuymEws2zN7/RTeH387Qgi6JmRQFqjH2ulG7vDaZePoEQTQt3MGfz3hCEZ3j2shytbKKvsXhwUZIdoyX6rLxNRjp6EQgApCsZBCZ8QH/8Lhd4MlOL3vQO6ZcBQONR6n14F48DX4uXb0rVQUVBH0hxCK4LsPFnLS1cejqtEfRVEk+f0bME2VwsJ0Wn/4gC/EpuU7OWhUz8i1xqY3+f1dq3n8mpEUbU1GUSWmrjBkYikn/GFL1LMD2CdngUAoyXTvNJPSXSH+cu6/8fs6o3j9WKEQqqpw6KQhXPqPLAztZQwzHbdzLOnJN+NwtLT9n4fmEvS12ZzdbggGQVp4E90UrM7F4dpIPDPbkNQwpWDV+5045pwCNJdJ2Y4UFkzrSjCgUrDCyf+9uTKmngy/B+ZXCIfEMgqpr7gVoS4io8ujMeV/7eggFD8CX05ZzLP3fkLQr2M5NHBq9g4XZnoLdlby2N2f0GdUNzRNxTCiOS5NUxCagt58fLCIuyETviQlYacIAaqFQGApwpbvuy3UnADuoQ14M+HE3EMAuKnfKfyh7mn07k2ARciKb+1RE2qkKlRPkuZlSGoOa6q30rTTA5ZAAaw2M8WpqRzcO59/X3LqHscoKzGBorp6SIyvIG1+3Xh8mAj/0yw5DnkCyJDCB5vX4lAU7pl49B7b7kALpv77S8oLqgj57ckpLUnQF+Kz574CtUUnMOjgGm58YgNOl4VQJHXVLj5/uwuDDqlAdUiWzOiBHvRHPduyyvEmB/jrG/PYvTGZyiIvXfrWk9nFhwFYceZbAB1h1VHR8Dz3XCmorWqyuXFVBY8Hh8fBiGOG0il3DHBq3Hdat3QHX7y7MOa6UAR43PQamMt1951Nj4FdsJT17Kw4G8tqipTzSxUTm6mrrEji0YsmktUrxOr5nWwnP2mvuQev17j96SVRy0ZiO4pqjpaZqzl0QoH3uPNUyV/+ew+JqQn78GV+HegQPf1AGLrJCw98RsAf3uYdaoxuwTQsls7fwvjxfVDU2MWiqgoDB3XB7dJwuzQ8Lg2HFt9CqRneAXUkDKol8dAqsq7YSc7V28m9YgedLywi6+gm3BmSC7tPYmCKzXXlJ2Tx4NAL0ZSWg0E82MdtuHTRk3xUtADZKBC6QOi2HkRptnIKr4vjh/Tl0QvaRtaORbfunjBxi39fKOBxqLiUNqeDNuWlBGkKpApBd4hXdyzlhE/+w8qK/z1TxR+CuR8tihCJ1lBVQe8RXdAcFmnZQW59YS0pGTqeRBO31yI7z8/FN29m0CGVHDS6inNuWkFun38gZYs4xu0+EiG8AOT3r2fEUaVkd/UhaJGmNkPK1hLWINs2z6S8qCZGZBP060x7a8Ee3+mr9xahB424Pkaqw2LkZXPQen6Gww0e1zBSkm7FJ734pEa9dBKiWVwFB5/enclXX8Pqed0IhXVjYOssVi3KZd7MTHQTTCS6ZWGaIq5rkx5S0IOruXHCzYT865FWrAnvrxEdJ4ofiLKiakK6Ca7wELZjkSOB7Kxk/vSnSTz2z+mommIvIEty512nMnZcbzZvLWXLtnJyOqXQv18O19/xDpu3l0VUEooikKpJ/uXbcSQboNgLzm85UKWbJGcCF3Y7A0WoDEntRYojMaoP5cEaHELDlCEUYWFK2zS1GZpQGZ3Rl+klyyn2VxNosgjMzwSj5SSj6NgrXIFh3XN44Jzj9zpGxb5aVpnbUbIVrOp2FNESXFVu1CSBqfhwqRo+IxRFJ6TEXritCZ2AdXVlnP35W7w56RxGd4ov+uqAjZTM+MEdLcPk0r99StFWlaZ6FVVtGw8JkLYfjInE5TExjeWEgt/ich8BgNdzEg2Nz2PoW5DheE4Bv8auzWl07lODyxN9kjZazT3LSIwx0mhGKBhfXNuMYEC354aqgNnKBFBIBp9SSJfRO9hV/woNoXUM7/w8Se6RmMKJJaP7owgvw0adxrcbQlEEsKUArNjUidyJdSRhoJsKTYVOuuf7UdvsoIoqGX1UDYedPh1f5Tc4VAuHazRa4p8QzlG/Wsu9DkLxA1GwoxJdtrIljUzS6ImQ3z2ThCQ3xxw7iHEH92LZ0p2oqsKo0T3whE0N+/buTN/enSN1nn/4d0z5bBkfTltBky+Ao2cVCRNK0ZJ1mrdKISABgzO7nsSxnSfiUls24pBuMHfFdmrq/Qzrl0enxLTIBFWFragLW6qjCYW+SbncMfAcrl/2IiHLILgsDUIiYozb/EaKCU6nynWTDtmnMVpWtQtNUVAzQygZISxTRBMAS0CZk4Y6C6rA7fIyoXc3evVN48UNCwlaRrhcc422Vl+SIDr3L57NRyf/bp/69L+CuqoGvnl3AeUFVQwa14eTrzqW1d+uJ9DU4uGsKIJDTlHI7V5HrwFm2MInPlqPvJQ+gq0IhRBOsrM+pqnpLdYsfYa6apjzSR9WfpfHuBN2cMyF68jIaUQKEbaqbp7DXgYNvgCPdw0BX/Rpx+lycMTkPYfPOOyk4Sz6Zp1dV1Mja1B1mhxy+TYALBmkyj+fusBakl1DSXKNoiG4BEsGwu/lwq11Id17DA7XfFsZ3uzfoSq2KEyB4i0ZVPkcNHhsIYzItDANgaq18izXobFG4+AzS/E5TKQMIixICMwlMbQcxdEHNf11hJK2x/c6ENFBKH4gpr6zMJooWJY9qcLEw+HU0DSFP//jtEiRpCQPhx9x0F6fraoK504ezbmTR/PY5kdYV7cbQ8YqLzRVxZBNUURiW0El19z3HrphYZomCMFho3qRMSKZEn8VprBwqBZSgkNxcv+QyxmZ3huABNWF1agiK51RHhsy/I8Abj31cMb2yY/pc1WwkWc3z2B2+QZcisbpXUfTOzEXw2p2ngJVs8VblgRhqpg7PKC3iJwCQZPvNu3myrFjmFW8hfU15VhyD9nNwrK0dZVlNOpBEh2uvY7t/wI2LdvBbac8Egnd/cWrc8jtkc3Zt0zi69c+pKneQyggSM9J44qHeqFa8wBbDt2efY8ZReKdKCIz6r4iPCQlXsaSL5OZ8f4STNN+0sJpvVg4rReZeUH+9s5KhCy3dWuWzu5V5/DxNwFy++fQuCyINC2MkIHb6ySvRxanXBRtSdcWY48ewPBD+7Ji7mYCvhCKBopmceT163G30olZ0mB5+c0c1vUzDsp+kZL6/1DW+B5S6mQmnEKXlKtQhINDTxjGy//3iV3JodnrObzGd63uxKvXH8Ylz8xGc1qYTpg1O4sxI2uQCRaWCmVrveT1bkDXTMxW0tZaaeA368lgE6LudtS05/i1oYNQxIFpWqyctZaasjoGHtKPnB7ZMWXKCmui/haANG2HsqFjezBoeDcmnT6KjKwfns/BlCYb6te3mynHkAbVeks/pJTc8tgn1DXa3FJzva8XbeZ3uYews/sGVtVuQwA53kxuPeg8+ie3bPpn5B/C8nnVMe00K5tVVSE3LZmHPpiNoghOGNmPgfmd8RlBfjf/GaqCjZhh9v+FLbPo7cohFDSRjlYmr8IOKZXekE5ZHFNXKSWrC8t488jfMeqVp7A0A9ztjYCt2A9hMvytpxjbuSuPTTiRbG9iO+V/2yjZUc7Sr9fw5kNT8Te2RGsNNAUp3FKIdfhCXppbhGVK6hrPJLPPXVihWfirXNCOI5yUErOtG5pQ8SScEbf82VcfybefrSTgC0X0Di6Pk6MmH0m/3CfxhZZjmGW88H9VzPtqGwG/HVDX5XbStVsG/Q7KYdghvTnk2MFojhYmIhQy+Hb6apbO20JmdjKTzhxNl+6Z3PHsxayYu4UFX60h5FxP3mHTSM9v0QtYJqyZ0Z3VX/biTR7m2JPHc8r5l5CXd2VM39M7pXDTP8/nsT+/hS6ixbOmrlJbksCG2XkMPrYARVFJzh/AyobVeBwhpAVqX4tqt0qKNGIk0UGgOuTj35ftwOT/mHTZ0Uw4feyvRhTVQSjaoGhLCTcfcy++ej9IiWmYHHvRYfzxqcuiPurAkd0pKarGMluWkACkYbJqdSGax8Upzh83vAIBloJRLxBJsQH7XIqLAcktJ5QdRVVU19tWHa0XtmlKXvtwGVefdSh3TboY3TJIdcZupkdkDyZXWcT2OGaEAkj2uLjplU8JhGxu7f15q7noqFFkDVCo1/0RIgFgYLLRVwjbk6F7MCqWlACqjHoQrhj/DE1VSPV42FhRgRVQUKQTSw0hHc2a9ObyNpEQ4fq6ZbGgZDfnTH+bb06/HOVXsgD3F1656z0+fOoLTFOGreOi3z8UlMyems55120FRZKW8gHS1xU14WJURzqWEUAICyUilgRdWgSlQBEaQjSHJVZITf83qpoTtx85+Rk88fENvPLQ56xdsp2UtATOvPIIjjt7DEIIElwj2by2kLlfvkSwlcl4MKBTuKuKG+45jb6DovVNAV+IGy98ntLCGgL+EKqm8Nl7i7ntobM5+IiDGDmxHyMn9iNolPNdwQdR0QU+f3QM25d2xghqQBNvPDuT775ay+NvXoWqxZpXH37qKJqaQjx/36fooWhLPT2gsX1ptk0ohIPU/mX4jRCtz2F10olTmnhFrJVfSEqSO/v5+vW1rJu/hcXTV3DzS1fHHccDDR1WT60gpeSu0x+lurgGf4Mff2OAUEDnq7cX8Ozf3qW0oCpS9rw/HI7b40RRokU0lqZiGhbLF23jjpve+lH9mTV3E9se6c+up/vQuDYJy2hpS0GQ7cpmePJw3vlsKWdf/zLX3f0eRsBssSARLT9SwksfLaCuOhiXSIAdU+eK8RNxxyFwAmgIBuygheE9OxAy+M+Mxcwr3UzAjFU8SgmKw4LlicgNicjNCQgLFE2ipMdGAwVQhMJRfXsSwojwsaLe0YryhRu3BNJo7pkNU0rKfU0sKNm9p2H9TUEPGbxw+5u8//g09KCBZZhxT6BJaSFu+NcqfDKEX+o0WXUEG/6FEBrujA9RXeMjajYTSY2lUydN6iyTEtOkyAhRbiWhJd+Hy33kHvvUtVc2d71wCVNW3MtLM2/j+HOiOeflC7ahx4knpesGy+dvjbk+9Z2FFO+uIhC22jINi2BA559//yAqvpRLy6ZH6g0gbJPX8h3JbF/STCRshIIGBTsrWTBrQ7v9z+mWGXWaaYaiWSRnGQicZHrPIWAU01ZYJxHUW/ENN6orPaRk2e8QaAry7XsL2LHm1zFXOwgFIENL0SvPomjtAK7452fc9eEKJp5VitAESqcsjMQkPntnMVcc8xCP3fI22zeV8sKj09EcGt4kD5pTBUUgHZot2wQMw2LH1nJ2bC37QX36buFm7nnkM4wASFOh4uNcqqZ1IljmRDU1Ts49kb8PuJ0H/j2DF96ZR2FpLbX1fizdCs/d+OKa71Zs22O7Rw7rTe/cTNyOlsXlcmgM7N4Z3Yx9ZsiwCFQLnEr805MMqPbJyK/aVkthqxrhkDjym0CxQJGoKmQnJvDf80/H43DQPzMTET5FCEugVDoRDSoioOAIaRBU4oZOMKVFYeNvwyRxb1i3YBOnJF/I+499HuNZ3dbc9C//XkF+v4aoayFZjx6Yh6J2wpPxBhVSocLSqbEMTCBoCfyokWwPulXB7prbqW76eK998zUF+fTdRTx42xTeeH4WVeX1kXveBBeaI3a+aA4Vb0KsnmnOl2sIBWMJi2lKtm+Oji7cPeUCpMgkiIPdG7LjroKAL8TKxdvb7fvQg3vjTXTFiIVUTaHfifWUmclsrP8AS8a3yornN6IHFWZ/1IcFX3drKWdJVs7+deSy2i+iJyHE8cAT2EFRXpJSPtjmvgjfPwFbGHqxlHJ5+N5OoAHb1MD4IWn6fgyswGyMmitpsBqRaRZZafYWe/6QOkRGIt992hkhBFKCHjT49tOVzPxiLaaiRBajUASWqtqWF62gqQplJXX06N3pe/frgX9Nt+M7tQRAonFVKg2rU3G6VHYclUjZKU3MWbKVYJsjsr2sYyerIgRaO97MhmWyvGYj1aF67vzDRFaurmT60o14XU7OnDCEGSs3s7ogfsjvhPJktBwlKoKPtEAGVWSdhhDg0lRUpx0yoZmIKUkGzoPqkX6VASk5vHt8i8go053IiH5ZLN9UgQwHthVBFYfXJEtLpaCxNhI5tzUsKRmY8f3Huz0cqHPbNExuOfIfGCED4WgTRM80QVXt+SkEXXs30H1AA21dVQCCTS/icI+3/1A6Yxk7I2KbQJxQ3FIGKK59mPSEU9vtW01VI388/zka6vwEAzoOp8YHr87jwRcuod+gPBSHEsmP3RoCwcTjB9MQ2sXuxhmYMkSXhCPxeOMbKVimhdsT/e6q4uKQ3P+ytOwmvKk6ikpMjFqHUyWrU0q7/VdVhYfevIp/XPlfyotq7DhXmuCQm1dCdi2GlKjtxLYCjWQtE8vaTnO0fdMEX6OTuVN746tTAZt51BwqSem/Dn3ajyYUQggVeAY4Bjuh/BIhxFQp5fpWxSYBfcI/Y4Fnw/834wgpZeWP7cv3hWXsxKi9Ar8M0CCt6EOkAmfcsJLa6gTWzs+LXA4FddANZIInck1aEsUysdSWODPutCC9Tt/KquyVbN2ewsiMM+mffNQ+Ka9mztlIU1MwRs4sACSEdJMvZq3Dm+iKCb8A2EEEtdgzhSUlh4/qHVO+yF/OX1Y9hd8M2qGgkRySNZgXb7owEjJ81a72HdsyvYk8P/YybljwBtVmgy2Cq3Ggb0wCBAkuJy/94Qzq/AFu3vQmTWYLSRECvEkK5w0YEaNXeHbCmVwq32ZrdRWKVDBUg9/1GUlttUXRpvoWe/hWaosRWbkM2k+E4kCe2ws+XYoe9jOQponQ2izlsMUbmkbfsSEcjvgbmzRt4m/JED6jFBfYFm6iXR9JQmZR/GdJSWVgEd9seJDJj+zG4TJpKPew6O0BbJ3fhX/e+SHX/fVkXnjsK6SmgNFspG1vznc8fh4V6jRWFTyJJQ0kFptr32biNRPZcp0Tv1+PlBdCkJ2TStceWTH9SHL2YHzuG5SOOh/FaUFARunCVFXl6MnD23k7G3nds3j+i5sp2lFBwK9Tl/Ee2xorkYAS1pX5LQceJdwnYVvzmYbg1Xsn0yV3JhMmb8HpMVgzL49PXxiCv9HZkoRM2kE+x08evcd+HCjYHyeKMcBWKeV2ACHEO8BkoPVimgy8Jm0WfKEQIlUIkSOl/EXdav3Vf0OzDOqlHtcs0Ok2OfWqlVGEAtqJzSdsu3RLgjMpxPh7V+JMMPBZEl+wiq9LnqQyuIsJ2ZftsU+WJXniuRl77XsgqLNla2ncIGROVWXogC6s2FIU2XwtKfnbZceSESeswL3rXqEm1BBl27Kgai1flS5kUo7tMzGqdxfemLWcUJswJE5NZVjPXAakdGHqkX/mvOffpKCyHj1goikKmkPh/rOPY3Ce7Sdyf8IZ3Lpsip3nWJp4VScDUnM4uevQmH5luBP45NjL2VhbRpm/gYFpncl0J7K1porPtm7C75d2DKnwLO6TnMlrx52917H7Hjhg53ZFK30ZlhU/97iiIFwuVi7PQdcVHDHB7Zxo7ubMhX4swI+CKiW+OhemExzu2JwRDjU3bp/WVj3I7oYP8OaEIjxOap6PI69bgeYy2TpX5Y3nZ9lKbEUBh71hSgCXRteD3HxX9QSWbGEkTBkgkPYtOUMnsn25E4RtuJ2a7OYfT/0u6p0tabK7cS67Gr+lIVSErtRz9L0r+O6hQTRV2DkqHB6Tvz1yDhlZyVF9D1k+lle+wraGr5BAr6SjGZlxKV162haPc4oLkIT9esKciU+68JkuvEoIRVoEpUZjyIN7wBK+/PdAvnpjQMwYCSTuRBduj5N/fHgLnkR33LE80LA/CEUeUNDq70KiOar2yuQBJdiMy1fCjlP8vJTyhXiNCCGuAK4AyM+PteP/vijdVY5XmYuptrPxh5HVpY0FkCBGxATgcKhMmDSE5Yu30/W47TQUJuLO8JOQbZspGjLAiuqPGJ1xFm41OaZ+M4pKavD54kdIlRFRiz1Rk5M8dMpMpqCkGrOV/kBVFf76h2NRVYXvVmxHVQQTR/QiLdkb88xNVYUUNpXbWeZaIWiFmFYyL0IoDu7XjfysVHaV16CHbeRVRZCZnMBRQ+xTisfp4L2rL+TL1Zv5btMOspMTOXPMYLpntTgYHZnTn4+OuI6PC5ZTHfRxaHYfDuvcN26yo2b0T+1E/9SWU0LvtAzO7juIN1atwjJsx0BNUfjrkYfj3L+BAg/YuT1wfD+EIsI5pUEGAgivt+UUqmlobsE1T82n74gKAghUS0TEIaGQQlODRuHacUw4FhSRjEPtxIYVJu89dSh11Qkg4aAxuznjunm4E5o5Zw+5KX+J6U99aAu7Gz7EkqGog7CUgEty8JVrsaRGxY5W5uJCRPrrcGrsqpkddniLhmkFSe+/ne0rbAs/qQg0r4tOuS3zypImM4puobhhJVINYZlgmQqGVDjhycU0lnqwDEFGV0Hn3Og1LaXF5wXXURPaFSFSG2o/pti3lNO6vYIiNLI9wyn3L8aUdoZuicAIi+bqWwVCU12SvscWsezlXkh/KEpw5/I4OObUERx5ygj6ju4VVxpwoGJ/EIp4spS2W++eyoyXUhYLIbKBGUKIjVLKOTGF7UX2AsCoUaP2sLXvHaZRygPnX4/fN4SJZ5Zx2EUFMWWkBBNBTaUXzaFi6CYujwNPgpsmCWpCE2ndGmko8xCqTuWok4fxx7+fwivPzmTKO40oWgaWIUjt1cCI69bj8JqowkFFYAddE2K552a4XA5Mqzn5Qytv7zA1a35xt9vBcYcN5Prenbj7qWms2lCIEIKs9ETuuPZ4OmfaxOj0I4e021ZlXRM3PPEBHGYh4uSKCbVKVakogv/ccDb/+uQ7vly+GUtaHDGkNzefdhjOVopJp6Zy8oiDOHlE+46FXRLSuK7/Ue3e3xvWlpcxZd26sADAnlqGZfHHaZ+z+Iqr8LaV2f9wHHBzu766gfmfLCXkD9FvVC82Lm6xErJ8PlSnk6RuOfgDIe58ZzoZOU2omsQEfAgchkpFQRJLFuQz7aOBBIPf0H/IELI6p0L9Hbx87wL0VlZCGxbn89p9yVxx/1Qcai65KbeSkXhaTL8qfPPjh78ID4figEOuXEuoqpZ3bhqE2UY3LS1JaloSBXHsEKQMZ65rVbah3s+ieZs55DA7V/vuxu8oalgJqr3RKyooqkVidoCy9Wl0Hhj2NxJuvFq0s2CRbwl1ocKok4yFTqNeSkHTArolTqBn8qlsqn0LyzSQmIRk+wyJ5jJtZtLlQIYMhJQkpyVw3nXHMPmSCZFTkJSSqW8v5P3/fEddjY++A3P5wy0n0G9QFypL6/A3BcnrkYkSh3j+3NgfhKIQ6Nrq7y5A8b6WkVI2/18uhPgI+7gfs5j2ByyrDl/NNQR987n1FTsHwrv/yscwBIrWYj8ekCqVptuOLJmlcdXra1k75Xh6DOzCkacNZ/bGp/AnL8TUFRTNwqrpytmjb+Tr6av5ZMoSLF1ghUNn12xNZvXLfRn5xw1Y0iDJ0TJJtzeuZmHVNPxGIweljGNU+jFkZyaRmuylqqapxW1AyohnNAq4XBpHHNKXcSN7IITgyb+fRX1jgJBukJGasFc9yNaGXcyvWsGc6VXUlpgk6wpqm1wCTqFxeNbIqGvJXjd3nXcMd513zI/7EECtz8/nqzdRXt/IyO55HNq7e5Sp8Z7w4fr1hMw4aTSB2Tt3cEKfvj+6f2EcUHN70efLuOfsx0BR7JOEZTLsyIHsXFtAMKAz5LAB3PzS1QhVZdqbT5CcEYgOMYHEb1jM/i6fz960v63DKfn2izWcefEEvvpAYhrRW4JpqOzelIW3fgH9B0WLYFtDVbwoQsWMawkUDh/jNEjIKaXnuBy2zs+MnIZcbgcX/OEwuqcNZk3dYzG1LUNh+/xocZceMilp5fS6vWFWhEhE919QvDqLzgNrEKgkOfJIc/aJKlMZ3IwpY821demnMrCFus35LJy3GafnBnLGLCWQNBdNeDCBRqPtdIDKLSn2OzsdOBM9TDh+MANH9WDQ0K5Ra/PVp2bw0RvzCYZ1L2uX7+Ivl7xETudkindUoioKbq+TPz98DqMm9oszrj8f9gehWAL0EUL0AIqAc4Hz25SZClwXlvGOBeqklCVCiARAkVI2hH8/FrhnP/QpLnzVV2OEFqGqBt7wCfjcP+/ii1e7MOGCQoRDYiiCMtPbymrIxNNpJyOve46gTGN2lUkoU6AiUcMyX6VzMStqHmHKW11j8k5IQ6FyTTqmz0VeRl9SnfZim1P+IbPL30MPT9Ai/xaWVc/gqt4Pc96ZY3nmpZnhYHgtz3I4VCYe2pezJo/ioD7RDk/J+yjr/M+OD/iydC4hS6d4Q1dM00HjnEySjyoHIREaSF2QnZjBqV0O/17ju69YVVDCZf/5AEtKArrBmwtX0r9zFi9fcgauOGaTbREwjHBoj2hIIGTEmlH+CBwwc7uhppG7z30SSwmflhRACtYt2sqIMw9j1ZKdrNhcx93XvMEN957OyZf2oarWhZTR4+FwWmTntZjJGroVibNUsKMSK5b+YhoW9/7lXV758I+43PFPazkJR7O+6pG498xWVvgWAc68MYl5noNYs3w3aZmJnHPJBA4/bhAAY7LvZFH5PeGTooVpStZM7UttYbS41uFU6dmnRRwpTCeWSYxllwAaShNQhZN0Vz+OyLkficXW+gUU+9eTrGXjUVNRhRNDBqLqWha8/Ugtm5e8TTCgo6oqyhsqf/rroxx57CBqgpuZUXgFptSRGFiGwNQVFr3YP/KMkG4wd84m5szZhJQw8agB3HznZIKBEB+9Pj/K6RBsx8Od2ysQIRMdCPhD/N91r/H0JzfSJY7i/ufCjyYUUkpDCHEd8CW2CeErUsp1QoirwvefA6Zhmw9uxTYhvCRcvRPwUZjKasBbUsovfmyf4sEySzBCi2mbhtHttejeN8A/ThrNuNNKyR0fIHmAbkfAa6ltR8qWDejSQ1tY6BQ0zqahLn5YAxRJJ4ZyStfbAPAZDcwqfwcjzH017Epk+9R8mooSmJX6DL87+zAy0hOprm6KbIiaqtA5O5m/3XTiD5ZtbmvczfSSbzHCm4eWpGM2OtBL3dR8lIurdyNKgoFe5ib3uAycSsumUN8UIGSYZKb8uBj7UkpueuczfKGWBeIL6awvLuftRau4+NCRe6ht4/jefZi6aSM+PXqRGZZFcaiOM754HY/q4Hf9hnNc174/OEzCgTS3n77xVaRoCdQIIFUVKyON5Qu2RfRsm1YXcPMFz/Hvz04HGbvrB/wam1e3BKB0ujTGHGZzq4NGdGP96oIoJ7ZmNNT7mfXlGo5vJ1CfS01jZKd/sqzsZiQWlgzaJuW0hMIIWSoh6aCB7+h+xSomZ/yegannRH2f/KRjyfaMoqhpNpY0yHYdwvTFH6JpdRhhKymHQ6VLfgbDRveI1DsofTJbar9CWpLq3cloTpPULg1IS+Bo6MPRabdi+BKwTBdv7r6WulAJuvSjCReKUHALszlMmz22EkpWZbJ+UQNG0F5vhmGCAf+6/1PGje9DWkJfTsh/i421b1Ed3Iga6MqHDyoEakJ0P64SJSFE1eYUarY6ImMwd+YGRozpSe++nVDaWcdSCKTbCYptShUyTT5/cwFX3vHL5efeL34UUspp2Aum9bXnWv0ugWvj1NsOtC+w34+wzDJsdjn2iJmRE6SsKI2Pn0rlppMsUBbHlDF1BaG1Tb3eGpJhY7oy64uNWFZ0qeTEJC4Y/qeIaKXAtwlVODCkTmOhlzXPHoQVDo5XU6Hz4kuzOXXyCHaX1LBwyXaEIjh0XB9uuOqoH0wkpJQ8s+VVLKlH+LvOk4oo/6Yz/p1JWE0a/lWpICTOXD/rQpuZXvIdYxNGcsfLX7ByaxFCCHIykrnnkuMY3CN+CAcpJesKythWWkX37HSGdOsctRFsr6imzh/7DQKGwScr1u8ToZjQrRtH9OjBrB078Ok6ihA4VZX0dBdPrZuHPywAX1ZZxFm9BnPPmGO/93i1ep8DYm4vm7memOi5Dgc4HDHGGHrI5KspZYw74XgQX+Nw2cpby1RprPOwZHYvANweB0ecOJS+A+2QGaecM5r3X5sX27iAYNBg+aLt7RIKgE7eCRzbbTaV/oWYVpAlFQ9gyUY75aipEhItG2bQqmd55UtY0mRI+gVRz3Fr6fRKOT3y95P/uZyXn/6G72auR1UERxw/mIuvPjJqXnVOGET5rGOZ+1nYZNgSeJKDeNwm2SmpXHL2W2iagiUM+p8RpMuhdjh0QwYhTNDcikAND6aFYMeCvAiRaA1VU1mxdAfjD+tPoiOXUVk3R+4d9O8NfLDrNixpYloheuhFVG9MYfkTA5CWIBDQ+ezDpfzfY+fFJcgSoNnUWQhQwJQKa1f9sh7cv/lYT0ZoE766v2KElti2Cm2YSz0kWL2kMyIpEadT5dt3izn8KhWnN/ojSgmhgIbqtMJH6egHeR2dufgPR7N47k4C/hC6biKEwOnSuOm2k6Lk7x41kWaNyO4vu2Dp0ZMxEDT4eOoKPnn/euYv3sozL81i9tyNLF2xgzPPHM6FZ4xHDZ+xpZTU1PlwOFSSEtoXPy2tWU1xoCz6/QWkDK4lsMN2+pGAkODIDNhWT8XzeOmT7RRV1mGGid+ushqu/tcHfHTPxWSlRjsL+YIhrnr+IzYVlUfGp1fndF64+gwS3bbTlNrKUbEt9lVHIYTgyUknMnf3br7cugWvw0FWqod/rfsOf9CAkAJS4HcYvLNlNZcfNIb8pNR9evaBCtOKoyiOY30HEDQt3ntrIe++nQPyfMYdUcT5V60iJeUEGitO5/BJ27AsiyNOHMbwcTbRaKj3c9uNb2E5VaRu2k4BEA7vJFA1hYLiGt5+fR7HTBpCZjv5LTTFQ+eEIwBwqV154uV/svzzfI68ZSFpXaOtjQwZYHX16wxKOxdFtK8cTk71ctMdJ3PTHSe3W2bXzkoWfKphtOJBGis1AppCTVkJhm6hhzfmte/2wJXuI2tAi45DohCwnIiI9Z8IRxFoVhRGIx7DJqXFZ0X3YOAPRyEATbVI719H3oQyCr+1T3KhoEFisodjJg/nm09XRouf2uT8trsiKCqtj28C/TPhN00ogg3PEmh4CDBRRXOUINliKRMS+JscfPa6LZ4wdIt1X+cx5tytKJofzWlPGj2gsnN5Jt7uIRI7BfBLJ60nkCrcjM36K528qbz41lV8+M4iVi/fSU6XdM48fxx9+tncd/OH7uLti1dNRreCNBYlEG8iCgFfzVzHky98QzAcvqChMch/35zP10Wfc+3vJpFc3Y/7nphGaYU9iYYN6MIdN55IRlqseGh2+ULMNqIIaUHFVzmR9pt74VubiisvQLXTorKuKUIkmhEyTW77ZAoTJnTmmM6jyPPastPHPv2O9QVlUb4Wm4oqeeij2dx73nEAdMtIJTspgd3V0eYtbofGmaMGtfstY8dHMKFbNyZ068bSit3csOBjgvhRhIJlKAhLQeoCMySYX7qT/KRh+/zsAxGjjh7M3I+XRJ8eDCNm45CKALdmJ9UKY9G33VA5jtsfOIuMUTBkVOxB55nHvqBgZ6Ut3nGGN+1w1kNUBUMRbN1azu7d1bz16jz+7+FzGDqiW8xzWmPau1Us/7Q/wYBOYpY/bhnDCmBYfpzqj/NQ/nzq8phUw0BEXNUaZkhl2xddowiFQEEVKhYtm3b+hArKlnWKIj5gr+MRo3vSFpXBHYTM2Ci8mtuiS5hQOF0aRx43GIBr/3oyCYluPn1nEaGgTqe8NErLGmIkEgCBgI6vMUhC0i/jd/HL2139RLCM3QQbHkVg55YWCJTw/xYSQ4cZU7py23mHU1vVMviGX+H16yaw8tMeNFS4qSlMYO5/+zH9kWEkZAZRBHgIoWBh8yEK4zvdSyevLTJJz0jk8muP4smXL+P2f5xGn345TP98Jeec/gTHHHY/55/1FLO+Xs/FPe4mzdkJb1Z8nwnTlHz42fIIkWiG1BWK5qTy2raXeXDZfVRYRei6iWFYrFhXwPV/f7ddjr0tAiUepBmHQzEEwU0pZDV1xTBjF5phWKwtKuKt3TO5fMmjfF26FIDPlm6IccjTTZPpyze1hDsRgifOP5lkjwuv04FDVfA4NMb26MpZo+Kb8m4ur+SuaV9z5dsf8+aSlVH6jWm713PxnLcoC9QjVBBuCzU91JJT3ICdbYjSrxGX3XM2iWkJOJzN6TsFTk2h/9CuOF0t/J50xnLmoaDBvNkbqatpirkH9sY3Z+aG2E1VCFCFLStvflbIIBDQue/uj+JuaM0wDJMp7yyMcMv1pfF1W9JwccmFr3LSCf/klj+/zdYfGButqqoxypdob/BXtw4LIshwdSfHcxCacKMJNw7hoe/QVE45cxROp4bTpeH2OHB7HNz94NlRYx55lz01KCQej5PuPbM4+Uw7kouqqVz2p+P5cOHf+WjRXfxn2p/pnJcWt7qmqTHhSn5O/GZPFHrga2RU0kUbzX8bwuK/Dw1CcbWJ9KgbBOqdzHp2ILOetTlcl8fBuD9sR6gSUwpM7HSmKhJVOEhytp+Gc9qnK3jmqRmRBVNeVs9jD3/OLerJ3HjEvxly6SIevvs7QqGWRepyaZw4aSjTZ62N+0wZtq5I7FNLrx517HyvJ007kjBNSUVVA6vWFzJsYNeoOodnj2NV7XqCVqjVc2zSGTvBBcFiD0sLawjFIzqqhZYVxJQmpjR5bNMUDskchB6HowMwTAtfMMTyHcW4HBojeuQx65Y/8PX6rVQ2+hjRLZchXTrHPVZ/uWELf/nkC3TDzsC2cFcBry5awQeXn4/X6eDuFV8QaGWU3xx6QiQYyHr72+6sqo3br18TOnfL5Jm593DPpS+wbdUucGok9ejMWVcfwcblu/lyyhIaG5tQ3BLDiB1Hh0OlqrKBlDinzfrQbjoPKKW6MBFfVRtjjXZs+P3+ELt2VtCjZ2yuFrBFWa037pUf9OOw65ahuVoRI9PBsg97UVpST3J+A9Xp23jg9SXcdsmN9On+/Zxqx47rzaIFW2OsDuNBKJKsfg0I6cAQGqAxNP1sBqccQXlgM5XB7aQ6u5DrGYS4TnDy5HEsW7QNj9fJIRP7kdCOhWGWqwdO1YNutDk9mQ7SGkbz5ztP4ZDD+qG1ERkqioLLbY/zeZdP5OkHPo/sF1KA5nEyZFxP/AGdxMT96lC6z/jNEgoh9vxqJdu9CF1H8biiOSMpUS0/3cfWU7IljU45uZx5+bGs37WAD/+ShTslwMCTd5Ez2D62utRUkh092mkF/vPyt7EmcEGD/7w0m8OPHMBRo8bh+ms6zzz7DeUVDbhcGqedMoJLL57I+q0lrN8UGwlCOC1Ut4lQQDgleccXsvnZFge30or6mDqj0oZwcMZI5lctw7AMNEVDzTWoRaNNlCs7R7euYkirVajy8OajSITLwtW95YitCpUVNVs5uF835m7YGWW6KgT0yE7n8LtfQFPsKDlOTeXfl5/KycMOQkrJyt0lvL90LT0y0xjZPS9CMHTT5G+fziDQKiR1QDcorW/g1cUrOGPUAHxG7IlMCMBhRoSDyc7fRua7Fx79gt2VfmRmOgBVVT4eumUKj772Bw4/V2VrzU188dJI1s/vhrSiN3jTMMntYtczLD/b6z+jsGkuNcHtBKw6Jl4HCINdSzoz/8WhSEtBUQTuBJcdd6wNpCVxtKMjAUhO9uJwqoTCASvLNmTy3b9HMOysjaR09pHkymbWazlsmZ/DkEs2kDW4CiEk1dtSeH7hHVyZ8Gf6ZO27LcDhRw3ggymLKSyoipzC3W4H/QfksmF9cWQNKorA43Vx4UXHMtf4r+1YKw0+K36e5TUz+V23u+jkifZZyOuaTl7X9Jg2fUY9S6tnUODbRLY7nzEZx3NS3p18WHA7UloYMoRDuMhLHsTk8/6yRz1MM445eRg1lY289dIcdAWCmkBoKqs2FnP2mU9x6+0ncdhhe8+Sub/xmyUUinMsdmSV5sBjLVxWICB4875eOBRJ3xHd2bZ+J0GfRCgWqkNy3J/WMfSkIlQlmSGpc7j27OeoqWwgFEwGkihencGYC3cw+ORyxnd+OLKx+f0hvvtmA+VldfQbkMuwkT2oqY5/3C8tbRGHHHpIX8Yf3Idg0MDp1CJK3SsuPoxb734/SvwkHCbZR5bSOuKFMz2IUC2kqWBZkn69YoPiCSG4ts/vOT7nMFbXbsSruTnIeRD/6j+X+Wt3RWLueFwOgrqBYdkefkI2H6ntv509G/EMrkdorU8aEk1Rue30Izj/X28RCBkEdAO3Q0NTFXZX10Y5yDUF4YoXPuSz2y7m6tc+Zlt5NZaUKEKQn5HKfy8/k2SPmy3lVXH9JYKmyVcbtnDJwSPi3gfAssfQrWmcO7B97/QDHVJK1izcysaVu1n49brwd2klCgoafPjm54z/w5N4koIcdu5qtizrQigAyFb+Cw6VxQu3MW5iV74ovAi/UUnIChDRs4Vpaf6oMuqKt7F1xgA8XiennzeO/770bYxYKis7Oe7m2QxVU7jgknHM3vEmWSNLkaagYG5nZj10GA88fAEJbjdvrHidziMKyRpchb/Kw9JnB2ME7XD0V7/2OX+82mDyye1bwa2vm8/MsteoDZWR4szmqgfOZ/u3g5k1cz0JCS5OOXUkhxzal4Xzt/D2G/Opqmpk6LBu/O7iQ3mv4S8YUsdf5aJsSR5GQKPyoBKWJE7n4Ky9m6HWhsp5dusthKwAhgyxpWEFC6umcWnPe7m895tsrv8Wn1FDl4Qh5HkG77MSWgjBOZdO4NDjBnHZJS+CbmKYFkbY1+XB+z9j8OCupP/MUWd/k4Qi0PgygfoHsEOo2huUDLvQ1dQLHr9mIOsXZpKQ5uLhD29k3hcLmPbRM7iSmhhy8i6ye/pQhJs+6f/HZ28vDROJ5s1aYAZVlr7elxsvfY4UdxqWNFi8fhYP3bAYQxcEAwZOFyTk+nEnuwnUxw5zQpvQyUII3G2cmYYPyee+v5/Oo89/SllxE1qSTtYR5aSNqIkqJw2BNAUup8bgg3KprG4iJclDepwAgL0Su9ErsRtl1Q38/u9v4AuEkKYEBVQhOOeY4bz61ZJIPhaBTSyaI4qmj24i2CZUg0AwPK0PTkXjs79ewieL17G+sJx+eVkU1dQzZcHqmH5YluTWd6ezsaQiEjsKYFt5Ffd/OpsHzz6eRJczytqnNUmoDQSobPBxfJeD+LJwI0GrlS5HgjPoRqoq1485mBE58YPYHehoqPVx6zlPU7yzEj1kYJmWrS/weiLEQkpJap8Z6MIAFFJymrjsoel888Zwdq/PRloCf8BF0LB4+P+m8ud/O/Bp5ZhWfN2Y5jIZelIxRx50PUceO5iZszZgEj32QsDo8b33uPlZ0iQ46h16DdiNVOxvc9AZOzns7AQGD8qnvt6Prpt0OaQURbNY8u8hhBpazGcBnn1uJv375tKvX6wp9vq6eXxS+Dghyz7tVAdLmF75NKcc+0fOOPuSqLIHj+/LweNbvPUrg4U01dRRvjKDTW/3Rlr2+ilZaFE6bzljHjlpr2boX5S8it9sCaRpYmBaBp8UPsM1fR5jSNqJe6y/N8yftyXudSFgzrcbOfW0nzUbw29LmS2tJvTG/xKovx87S20wIjqRSBowMDST7F5BhKqgaSqqqjDxxPH83/PPcfldk+hz0ACyEyYztPM7ZCWewKJvN8ZNmuJwONi1sZb6UBHvbD+Lf909g6Z6g6DfzgAXCkBdgRNHoo94ai6fL0hdXfw8xa0xenh33n3ujzzx2lGMubU0hkgIU6VpbWc6ZaWQnpHA6k3F3PHoJ5x+5fPc9uBH1DcE4j73hQ/m09AUIKSb9hBZYJmSad+tZ2S/rnEDGA3rncfpXSfiVDRcigOP6sKjOrl38KWRxEWJHifjRnbmsslDuejwkQR1I8ZqCuwNbsnOoigiAaCbFtPX2Mrv/PRUemSkoYg2ehQB5Y1NnPzC6xye1JfDcnqhtTpiKaaC4rJ4+qQTuGrEmL2O8YGKZ+/8gF2bSwn6QzaRANtsNRAWBQnJYRevoffhq5FYyLDpRnJeE2fdOocbX/qQoUdtB6cGQhAKGeyqnxkV0ygenF6Tk04bhTfBxVtvzsNUQGoCqQqkJrA0wZdfrdmj0cT2xkVUBwsiRAJAcZrUapso9W8mOdnDkUcNQFGhZlsqZijW5Fw3TD77fGXUtapgCatq5zCt+AX8VggDJfITtEJ8U/YaAI1GLVN2P84/1p7PPWt/xyeFzxMwW073ZlBh0zu9sXQVadptWyGV8s0u5szdtOcPA2xpXNE2kzgApYFdEeL1YxAK6ZhxDElM0yIQ2K/RB/YJv4kThZQSWf8g0v8qijRJEgohHATbxJ2pKfZQV+PgmEt2Mf+jHhx57iGRe5qaTNfUq+iaelVUnbSM+Ec807BITvPydcltVFfXU1fkpe1Et3SVprLY62B7xK5bU8ghh/alJlRGWWAnac7OdHLHNzkcmjqawSkj+ajobeZUfI0qNAxpMCprLOdfejn/qJ3G3CXb0A2TYHgfmLtkGydd9gxXXjCBCyZHb5gL1+yMu4HXNwa49MSxbNhVRjBkEDJMnJqKQ1O59XdH0TsvkxNzx7G0ehNezcUhGYPwaPbpaG3tTu5a8yo+014oiZqHU/oejWelA38o1ou6PfdFw7SoaGhiyrK1dPYmUOpsoNEIEWp1urCkJGAY3Pn5TD668ly+LdmK3qRAnRPTFJgCrv1yKosvvJYUV6w3/YEOKSXffb6yhUCEIQBpmCiqycVPf0lGV1/4cCFal8BEYJmCnZtzW50+INCk4kwLX4o7/IIcb0uOhOpm0WkbH5empiCmacUoZgE2birhv4vfJnNULJMisSj2r6ezpy83/WkST3+8hU1l62PKgW2+XVdvK4YtafJh4VOsq5uPIlRClp8WBZoNC6gJlaObIZ7dciv1ejVWOG3Rsppv2O3bxLV9HiXDmYd/V6dWPhMtMEMKX89czxF70QM4FVe4D9FQhG1m+2Mxdlxv3nxjfozVo2VJRo1pXyf6U+G3QSh8ryL9ryGwIovCKVUQkmA4XEXArzH16X4s+SYbRZVk52dxxh+PZ8vq3XTOzyQpNTYEN8CpvxvPsvlboxTSiqqQm59BRjdJ3c7d7MkwThESS1hR8mKwF4E30cn7Bf9kY/0CVOHAkiY5np6c3+1O3GpsfxShcEaXCzgh5zQqgmWkOzNJ1JLwB0IRItEWpil55b0F9O6Wzdhh3SPXk7wuKmtj9SeWtOifn82Uey/mg9mrWL+zjP752Zx5xNCIg12OJ4OT8w6JqlenN3HLyhfwt0pK5DdDvG18xuDuQ1mzswx/WLHpcWpcOHEkGysr+Hbjjrh6hqMeeQmhCXTTwq1pWEo7TnpC8MKKRRg+ATVOIglqJBgNcPPX03nxxNPj1j3Q0Ta9aTOGHF/A8TevQXNaGDKWEweBZQk2LetG6e6WIJSaprB8elfG/74Ch8t2G7Va+QMpOFAVFyMy/xip0717Jlu2xJqsZmenxCUSFRX1/OnWt+k0xiJtiBKJh9YMVWgkaLZuY826Qr77yEldUy9kMPb7ut0OJhxqi4yWVs9gfd1CO+yN1OO8s/3eQjhZX78Qn9kQIRJgK6yrQ6Vsb1xN76RhHJFzDkvE7DjPAGecnPFAxOilvLKejNKJ1Lm+QU1qWUOq0BiQPBZ1L4Y0+4LevTvRs08nNqwtitpdLIfg23mb6R1HD/lT4jdBKGh6CdEm4aEQAqfUCIaTjaiKZOWcLAJNth4g6Kvmsgn34vQ40YMGuT2zaGgM4k10c8pFh3LiBYegKApDRvfgsj8dz8uPfYGqKpimRW5+Bvc883ssWYdAwZ0SILlLI7W7EqMIguIwyRlVQfHyzrTaPxECEpPc1OcsYWPlIgypR+I+Ffm38mnRM5yVf0u7r+tRveR7W7gKf0CPv27CCAR13vt8WRShOPe4EfzrrdkEWnEsmqYwbnB3Er0uEnFx5eRD4jwtPmaVrcSKE2baZwY59rhOnFY1mC9Wbsbj1Dhz3GDG9smnqKae1btLqfX5MVsRCwkYprTFLGo4CKBGXEGpZVkEpYlRq9E6i5n9IMF3W3ejmyaO/Zun4ieHEIKM3FQqi6JFjQOPLeD4P63B4bS3+Pa+u+HPYvp/j4Lm+a8q6IbF1mW5pHevYcDh223HRGHhcLpJ8/Sik2cE/VLOItDgodEVJDHBxZVXHcXf/vpeFGfrcmlcfc2Rcdv9dNpKDMOieGln+k3aEXNfFU56JY6jvKKev/7jw7A5qwLCjqfW/Dput4OePbI4PMzZL6qaHgmguSc4FS8lgZ1hRX00TMugNLCbhKbuLF9Yi2lpWKpEWGE9XLjdSWGHuGaUldfz6NNfsnTFzrC4TeBxawT1wWQOrqLboVVYFvTqmcnJeVfvtY/7it0VdRhOBRE+VUpVAUXwwdRlHHv0IDZtLSU7K4nB/fP2WVn+Q/HbIBRWbbu3TAOMkMLbj/emodbZ6rqFDProO2kHQ08oRFqClZ/ns+abbrz8wKdsXVPITQ+fC8Ap543jmMnD2bq+mPKwtZKvKUhmp6441SQMI8DYq9fwzV1jMEMSaSooLpOkPB8Dz99GSq9G1r/XG0WVIBUy0lJ58NHzea/mFjvWTOv+Sp2NDQsxLB1N2TcHm7QUL+mpCZS1MYttzYnUtNGHTD58MNsKK/l49hqcmopuWvTvls2dVxy/T222RU2wMVqh3ArTS5fw33E3c9LI6ON8Xloy0/98MRPufx6zzWlIQJQXsjBjDmUA+AyDeauKECGBbGc2N4RCpHt+feKn5C4ZVBTVRNGCw/+wCYe7JYWoLUGKDjMhJQzJv5k/3dqH999ZRFVNDYm9i+lx4iZMXWXDp71Z83UfsntU4693kZs8jMcevYCv1n7KhytuRPH4qd6STkLJeG6/5hweevhcXn7pW3btqiQ3N41LLpnAqDieyQA7d1XZoTJ0J4ueG8aI36/FkaDbKW+VLM7t+X9oipPPv1iM2TpUvGqHdlGFoHfPbE49ZQRHHTkQh8Mm8Po+yP0Fgj5Jw8l05eFU3DHEQlMcWLWpXPbXV/EHQnaUEkUgFdAQqELhpBOGMnpkCxNW46vj0htepqnRoIUPkvj89qmmbFUWlWttX5JllmRuzltcc+kRHDo2NuVwWwRMP4X+QpK1FLLdLf4oRSU1fLdoKzW+ALgEgjCTE7YqaAiGuPiG/6Bpdl707Mwknrj3HDLSfjpLqN8GodD6gLEu5nJTo8I3H2bzzdvZ7NiUgTPZZMBh5XiTdbYuTufY27eRP7wWp8eesDn96uh7aBnv3zWWWVOXc8ENx5Ed9pQMBgyevv9TyoprEdhKpZGH9OHSe+/g69Jb2fRJLzAFmAJFkQhT0OP4IlSXpNvEUvLGlFO7IxmnVzBh6ES65mSgr4+vaJZSYkgdjX0jFEIIbrv6WG578GOCoeZ0jUT+F4pg065yTr7rPnodESIty8GotJFcc/7hXHzKWLYWVNIpPYnuue2bO+4NQ9N6ws749wqaytqNU5PodtkK7b051UpwCxWp2iIAvdXppaYpEDF/bkssEhxOUly/Tj8KRVMhyYsM6nbMa0UhOSt6zqjYsceklOEYBBCUbqRI54ijB9J1TA1fljwQxZCMunQNy18dyK5VtjWYI6+RGTveZLHxNgl59rjmjCrGDH7Erff7ee6hq3n8id/tU58HDcxj8dLtBIMGtTtTmHnPISRk+dFUjSfvvYYMVwYAZRX16HqsJ7jmdnDKKSM4/rhok+YBKQezsOozTBmfGREoOBUXR2SfS5Ijja9K3kAnFDGPV1DxasnM+aQOvz8UI+5UnCovPnER+fl2/+r1Or6r+Jp3v5iLL5CNtKJPpJHTnJS0pneFxbX84+GpXH3p4Zx+YvsBFL8onc4nRR+hCRVDGuR7u3Ftr+t59Y2lfDx9pS1GDuueImyAaodUEaogpJuRMC2FJbXc+6/Pefyec9pt78fiV2/1JK16DMM+EjZbYcjwx7vvih68eHtPtq9OxOkMcvfMmZz7jzVM/ssG/vLRXAaMKcfpaZl4To9JrzHl5PavweHQ2LK2JfPdo3e8T+HOSgK+EH5fiFDQYNmCLcx7t56exfdTsqwzZshOjSgtgWUorHmpD0bAHmLNbZF5UC3J3WrY1DALgF6Jw4gnO8hw5cbVUewJo4d258WHfseg/rl2hknCk1m1J1rq2ApSj9lBjbeQ7U07+KjoE/6x7v9ITNQYO6jbjyISAMPTeu9J+rVHDOnSEva6tXpSQISAuDWNi8eMYPpVF+GKI0MWCEQbp1y3pnHLhAmoB0CGsB+CiccNwpngAq8LvG5wO6mriDZ5FoCGhUDis1zUWx58lsoXxXezpuZjZpQ+ic800C2VQFCjvtFDQDg46IItpPerBmDUmK4sbXw3Sp+gqKA6TRz9VrFpc+k+9/mE44bg9bpQ1ZavaNQlM7jnwMgmDDBiWLcYc3CwHfkGDYxNkHRY9hkkOzJwiHBwSTQEGprwIKWCwMO4jLNId3bGqbi5qs+D9EwchEBBQaVv0giu7HU/q9YUxtWJCUWgaPY8WV27nL+vvYlppR/TWKpihdoRWwriMj/BkMkLr30XCULYFqtrVzK1+CMCpk69EcRnmmxs2MGtnz7K1C9XE9LtkOetF4MpwFRFZD23hmlarF5fRH1D/Hha+wO/zhXUCqbvPaQMYmAisYmFRBLUTapKm8P1wkETK/EmG7gTTVweC80p8TgMtDZeyarDotuwSizLIivHPk34fUFWLtwWo1wMBQw+n7KE+TN2EQrETj5FlVSvT4253pwy8ujOF+FRE1HDeUgVVByKm5PzrsWSFlsaVjKt+D/MLnufulDlXsciJcnDwcN6MGpwN3p3zyIlxWNHKvYYpI+rRHG29FGXOlWhauZUzN3jMyvrmnjmw7lc+fB7PPj6N+wqrYlbTgjBYVlDY4iFguCQrIF7lKGePKx/G/uVljXiUlVcmkp+XzdfspjJ3z1JY3AP5p2W3WbfjAz+efzxnDt4cPtlD3CcfPZYcrum4/Y6QVVQnRrfvTUCrOgTkpTgk04MVCxpbyR+y+KrkudoMOqRYfNRU1PQvCaKKlHdFsMuX0/24Bomn9cdacV+H0WTpPasprQ81tO/PSQmunn+6Ys4+oiBJCW5ycpM4oLzDuauv02OKnf4of3I6ZyC09GyCbtdDg6b0Jf8LhltH4tHTeS6Pk8wKecSBqWMZ1ja0fitBGp0aDCd1BomX5Z9wrSSKQCkOztxac+7+cfgd7h78Dtc2ON2khxpZLTjqGaaFinJHoJmgFd2PoMuQ0gk7pwAwhl/w4+H5lGUUsaNkADwZdkX+A0dqyXsAQDbF0sCwdgQJFJg79TKHg7eIqyr/Inwqxc9SX0lYB/HzVabvh5S6DHAx65NHpxuiyOvLIqpKwS4sDBa5b81QgqBBhc53TLpM9iO4WTHjY+/0UmtiXozfqx4gRoOVdwCBY3eSeMBSHN24ro+z7CkajoFvg2kKl1g8yCWbG7gsz53UiG3E7ICqEJjdvn7nNvtZvonx3e02bKjnGvveAfDsI+kbpdGUFpICZ4cvx38T4vuS8gKsapuFcd0jp+/urCilgvveTNiJrtySxGfzV/HUzedzvC+sfGtbuh/KpsaCqjVmwiYQdyqi2SHlxv7xVodNQaCNAV1spMTqA8EW05AbXB43x507u/gg5KlBMIpI9EsMOLxOAJFtyPRvnf+OSQ5fplIm/sLbq+TJ9+6itlfrGHxd5txJrjoM+wkEkMnYyQ+Q8AoRBEJ1JoGfqnRHNG4xkzARMWUIjJtJVEO3QCoTouxF5WRkWhbArYdf2lBoMZF34O/n4VNVmYSt92yZ4czp1Pjmcd+x5QPlzJzzgZcTo3JJw1n0jHtE3an4mJ0xnGMzjiOt3e/gGHpUSbWISvIrPLPOKrTSZETeWsLpKqaJjrlpLBpa2lU2B6nQ2X8uN4kJbpZXbsMpRX/nDygjvIZndENAeGwKHuSkjbfM0yL1OT4erG6UG0rItGqbpwYXRCOLyEECGGb9MbpQMgwOeWGF1A1hT+ccQiXTB63h15+f+wXQiGEOB54AjsL2EtSygfb3Bfh+ydgZwG7WEq5fF/q7rVtrS/wDbaDXavrClSWOkhI1fn9A9voNjR+KI2YUZcC1T+B+1+7NMIFu5MsOucnUbi9NqpoWr6Pox5aQeXmNNS5AzGD0cOpCie5gywQbnQZwCE8eLVUJmRfHinjVZMZIE4greEQ7rzrQwxzPilDysjP244aDqBmSgMTeG/34/x1wH/iKrnvf3o6Pn8Lpx0IGkjV3ihMnxqzSYAtrkl1pNptWBYfz1rNhzPto+8x4/qxsaicplbyXNOSmCGD+16dwfv3XRLzvDRnEncNuoD3CmbRoPs5JHMQJ+UdjENpGZfGQJA73vmK7zbsQAhBitfN8SP64nE6oqLCAnidDg7t051HSqYSMFvuqZ38mMXeKCun1hZAISXEwZ8+xqndhnDX8Ek42ubH/B74Jec2gNPl4LBJQ/hmyTZWrtjO7DU7MQ2LIYOu4N47T8ftdrClbhoLyh9FlyGCUgMEuqlGEYn24FcrSXJk0tU7mJ2NK1FaMROWoZBWM4HcnNSYeqvXF/LUf2axbUcFqSkefnf6WE47YXjMydE0LeobAyQluGLMab0eJxddcAgXXRBtXecPhPhm3ia276qkZ7dMjhrfD487OnjnjsbNMTHKwCYMFcFSunqjle07dldy9e1vo+sGBjJCCjRNZeyontx646S446M4JD2u3Erp9BwaNqbYzhpSwVJAWK30B7SMs8OpcvghfUlqJ3jgoJQhFPi/ibmeOLCBwO4EZJv8NBIRkf1YKjT7MLZmrkyXQAiBaUqemzKP8upGbr3k6Ljt/xD8aEIhhFCBZ4BjsBPNLxFCTJVStvaimQT0Cf+MBZ4Fxu5j3T1C9Z6H2fRSVOY6Q4eKEgfdh9dx3Uvr8CZZ1MS1JXRiCW+EgxDSw4DsJzji5YMxLT+1gVVsq3uDUt8sxl+Tzod3jECaGoZuJ4Qf98dNKM4QWQNL6XVECttmdkVadpwbBSd3PnQOgwfcxKa62dSECsh296F30ng0xZ70S5ds59FHplFb54tyJus+rDxCJFrD7w/x+pdTufDY09BahRjw+UNs310VOzimBE0QLPVgNKk4NCsqRpRDcXBUJ9vM8e//nsa8ldsJhJXhr3++BN00bSYqatgk5a5ibl/5BAEZ4tDM4ZyQOwGP6uLZrR/xefECdMtAEQrrG3bgVFRObOVzccN/PmXFjmL0sAawvK6Rd+euQvNoduTX8MwX2MEDh/XuhCyP3uq0dB2ED1nuwQopLUQiHG/EyggSskym7l5DoubitqHHxI7NPuCXntvNeOGV2axYvYtQyIxk8l25poDnXp7FjdceS9fEQ5lZ9kSUiXF9aSKerACKJts5C9uQAZvzPrPb33h/5wPs9q3ENACpkFV9LBdcGJ19rlGvZ9baJTz+wCq7P0BFVSPPvvYt5f5yjp/Umxx3F1yqm6lfreb5N+YQCOgoisKZJw7n8vMP3WN4jPLKBv5w6xs0+UMEAjoet4MX35rLCw9dQKfMlrzZ2e7OlAVbpASWLij5LofqNRlcq33BcRMGcMnZh+D12Gvtn89/jc9vp2dFU7CkPS4DB3Xh/+44LfKcfkkDYwiQI8mg69kFuEQJGWZXZj6UhqWbLVZ4zeFuFDtl8ZGH9uPma9rPqnh85xP4ovSbGAKeOKCehjXJBAq9oCuR+5Yafjg2b2Q6W0x6pbB9K5odIputBT+atZprzj50j8nMvg/2x4liDLA1nPqRcJL5yUDrBTEZeC2cNnKhECJVCJEDdN+HunuEULNwZLyLUXcbZnAtlgELvkzl6du6o4cEy2Zkcc+nK0hwW9Tp9mBqTonAi8c1jP6Zr+PTN2MYkqnPF/H4O18S8H9Et9ElTLxyI4nZjahSkNk7yAX//oa1n/dGVo9m9LhR1PecYceQEjDq95vofWQhJaszcXgsxh8xkE65lThETwanxXIru3dXceedHxIM6GGlMy0etO0cQS1p8em0NWxdLLjvLlucI6VkYc3XHHTNKjS3QUNBIkXfdCFQ4UEAKV4XnTunsu19nbwzCnClmjg1DYnk990uoEdCd7YVVjJ35faIxRQQsahQvQbJQ2twd/Fh+jUMv4ozL8DaBlvBudtXwszyxfyh51l8XryAoKWH+2qCNPn3to84JGswac4kdlfWsmpXSYRINEM3LA7Oz6O0sZEtZVWApHenTB4+ZxI5SYlxQ0VoaToje+VycvJYnvxuAcX1DeA0ITOESLCfHzAN3t6+jFuGHIUqfpA67hed282Y/tWayKbcDF03+XTaKm645hjcajJjMi5hSdWr6FYAv+Vg95oc+h6+k2aes9mMVkoREbUKQ3IQdtY4l+rlgl734jPq2N64ns9K3mdL1gLu3jCfXgkHcX63a1lYNZuvSj9i81vdCYUSaeYgVLdB3llbWdNlGVu3uLGkSfeSY5j6Wnkr/wuT9z9fjhCCK343od13fezFr6mp80VEQ/6ATjBk8K8Xv+HB21s29KM7ncrG+jW2LkHCptf74i/zIk2Fany8P30Fi1ft4uVHLkRVBKs3FEUnfQqHhVmzMVok7VLdXNr9Gl7e8QwgMaWJIlR6eHtySu7Z9EzsS68LlvDK2/MIhgzbCskh7FO3SyUxNYGjjhiIy9W+xWKqM5Vzu57Ne4XvY7ay3pOmIPmMMpw7Emmcl4pR7gpLBaK1d1IIZHNYrHa4AClh065yRg34fuHa28P+IBR5QEGrvwuxOau9lcnbx7oACCGuAK4AyM+PfnnFcRC6820u7Hc5vkYds5X8uqrQxex3OjP+jHL+dekhDDmmlMS0IJsXdua8a++k++FuEl1DuPvaV1gxfzOhcByVzXOy2L0ylUv+OxtXokHNtkRmPDWCyh3JCKWCRGcxWQc5cCS0nGSS8nwk5e0GBMWyiPLiOfRKPpbxnf4S8z4ffrAEPRTf1K98URbJvRpiThWWoVC9zcPSgp1s3V5O757ZfFL8JvMqv8aVarOaKb3qScrfyPoXByCaEjj9uOFcft74yGZb5C/Gb/rplpCPU3FiSYsl27agaCaOhCBpoytwdQpg1DuoXZ1G6sQqFKeJUIE0PRyWWWCF2amQpVMWqOKd3TMIxfGjUFBYVLWe43PGUlrbgENVaKuvs6SkusHHlOsvoLrR9vdIT/QSMgy+WreVLtV57DDKMNICNEdHcKsOru1/BKMze3DGkIEM/ehB/GasMi9kGQRNA6/mjLm3D/jF5zYQE8ahGaZpsWDpdg4Z3YvhGeeS5e7LewVPU200IBMtVk3pz5AzNoUtaCQhVJoUd4vMwtQY3i86Oqsp4Y3dLxBsFZ5ia+N6Htv0V5oMH4bUaSp10XqH6nb6LhK6NqJoROp99sl2gsFobjYQNJjy+XIuPfeQuF7dAAuW72jRHwiJMy2EFVJYuDzaea97Qm8u6vFH3tj2IqXbIFDhCcdssqHrJsVltSxcvp3xo3rhdKhRjFAz4nlhD0kdyT2DHmN5zWKClp+ByUPp6u0euX/eqWMY0CeXj6avYPHqnTQGdHvDtyQV1Y3c/ugnvHjf+fTulhX3HQGOzzkOr5bAh4UfUxOqQa9zUPltNu5D63D29OOscKHXuiNRkKOwB56nmRYKARkp8ZNF/RDsD0IRj6a1ZQHbK7Mvde2LUr4AvAAwatSomDKblmzDtJwxjluhgMqS6Zl89e4Aqss8lG5PbX4e6779Ny/MvwsLwYr5WyJEAkBaCrpfZe20fPodVcyU2yeg+x3hezBvxnqydxzMhHvnoGhWK26l5ZUMGWBr/Vf0SzmFTHf/qH4VFdW0myGsem0alcszyBpVGRXO2+E2yB1fQtWSfDZsLCY3P4HvKr6KeHWDfUJVNIu8Q8vILjyM359p703NsuMu3hbTw6XVy3lt1xs0eprIv8jElGAiEIrAkWSgdQra0txWE1MIO2GTJVs+X9AKURaII/oKl2jm5vt0zozJgAfgUBVG9bITLaUn2qKQysYmzn72LcobG7FMQHFBgRN1QCM5qUncNmgSozNbHKMGp+WyuHJXzLOz3Ul41B+cGeyAmNs9e2SxpU3mt2Zx2+cz1nDIaDvvtSUSqdGDWEgyh1ZRHNLYXtAJNSip25xC7nElttNnc681k5d3PsSdA56NKH8XVc+K8VWwsGg06uz8JAjcmQH0Bpvwagk6id1tItEawbr4W4tpWPj8IZKT4it6VUVgmpDQq4GckwpRHBYoECz18MG3C6kuNenbI5vxI3vRzzuMFf8agF8PRMn11QSDpEG1aCk635bOY6zsxnGHD+CLWeuiUsQ6HSonHBk//W6KI5UjstsXHw0d2IXMzES+/fN2jObQymHouslbny7lzuvi6z2aMTHrUCZmHUpBSQ2X/OV1/AEdwwHJR1fh7ttE05JU4k0jqdr6RcxW35LoyZWfk0aPvFjrsR+K/WEeWwi0TqfWBSjexzL7UnefkJjqwTLjmE0KSVlBIjVlnihFmxACKSWvPvAJ2zcUo2qxQ2EENYo3pLJqWs+oUwrYllAV2zSKlmSi+1UMQ0G2DSEBWDJEYdPCmOtDh3aNeJ0KCCvJJAh7Me6amo/RqKEIC0VIFCH/v73zjo+jOr/+987MNvUuS5Ys996xwRVjTDHF9E7oPRACIbSEACHkFwgETG+hhw7GdLAB44Z77122JMvqbbVtyn3/mFVZ7co2YIPh1eEjLM1OuTN77zz3PuUcVIek6+QiUnrUkZGRSHmwFC0Gr4xQoddwB//525k4HbEH7Dbvdp7b/gJ1eh0mBkKVqKpEU1sthRXRbg9pfacKgl6JnZsZZFvDRHJEen8AEj0uzjh8IO5Ws0lFCOJcTi4aPyziuAc/n82e+rCRAHtmpQso9PDPYadxdE5klfcdQ47FFeP6NSE/W+srYt/EvnFI9O1Tp9iFW62LKAGkKgi1EnXa0rAKQ9oVx7qmkDmqkvguPpzd/XSaXBr1Mge7bmFN3eLmvyuCpRETj+b9Wr2Gco4qRWj2F6PFGTHldD3ZsXP64+KcJOzFbz5xdG882SE6n74LLd5EcUoUTeLO8THd/wovf7CA+578gktufY0Va4sAYTPAhnukK9dHl6u3kjqukuRhtWzLWsDda//OFRcfwYA+ubhcGnEeJy6nxpD+eVx7UftusH1hT0V9TPEmS0qKSquZv2I7f3r4Q679xzt8MHNlzBUNQH5OKk/eey6D+uRibE8mZCgoKTquAQ1IiPixNEAI3G4N1aFgiTafKyAdgmf+cs6Pvq9YOBCGYgnQSwjRTQjhBM4DPm6zz8fAxcLGKKBOSlm6n8fuF/K7PkRadiNCacO2qYC3ITE6NzCMHet2k9Ml3dZkaAPVYZJe4KVyZxKWHt0hpIS5/xnE7AeHUrQgC0uPkYsuNBxKS/GcYZi88Oy3vP369xgB3eZxkRIhIS5O0P3EIvImlDDwqvW4U4MIIRCt3JSKw6LbGZvoMziJNGcGRoxKVYEgPyk/ansTSvzFPLvtaUzpb9b+BvsarRMAY4mkNt97q98disaFBSdwbpdJOBUNh7BpyJ2Kg9v6no9HcfPQ9O8Yc+dTfPD9GlyqRnZiPOmJcZw0vC/v3nwhGUmRy+RvNmyLMf8WmHUar26bH3k/tfVYfkHvhOilftDUuXfFF+3exz5wSPTtY4/qhzPBiVRacuqlQ+COc3L8UQMA2Lm7muLtEivoRm+qIm7qMyr2yjQGsWLQCLFmR2Hz393i++BUoivZFaGghet9Ero00v2cHbjSAgSrWhExtkLepDK0Ngs5l0vjuouPbBbmioU/XnE0ncc1tBHGsic/WlIIdyc//oBO8Z5aPpu9LqJ4TiLJnrK72bgAmEKnPFjBN9Xf8Pg/zuW5By/kjuuP54WHfscj956911hCEwzLjMlj1r1LBsFWhlpi08xIh2BrWTW3Tf2I+St3sHJTCU+8NYfr7n8Xox254L49snn2/vOZ89otdEssIGg6EN0DWC6bbUA6wuUzmp3JqJsWATeYcQIjThCKEwRTBaEUQTBR8Mf/fkxZrXef97a/+MmuJymlIYS4AfgKOyT7kpRynRDi2vDnzwKfY6cPbsVOIbxsb8f+0DaY+hqs0Gz+8rLk1pMG4ve2dMT8gV7K9yRg6LG9AT0G59N7cD75vbLZsWF3uGbChuKwGDJlJ+u+FexckY3RpkJTSonm1Chfn0ZdUQKdD68klmeiW2ILgdrUh79g1jfrIlXrLEmnzilMuSyfwryVBC0flgQzhh0XAhxJQV7YcRs39n6SgcnDWVe3HD08C/SXu6lalg1WJh+NXMXxR/XH3WowrK1bzdPbniRkhVCEPbgUZAQLaZMLWxUSo83tqKgoioqCiiJs7fA/9DqfgvgcLorPYVL2YSysWodDaIzLHEyqM5H73v2aT5duaJY0rfcHCRkmT19zOiN6tKM33t67REBF0C5kqvH5ueH9T1i9ew8OVcUbCkKmBmmRg3dZZVG7FCJ7w6HQtwFcLgd//dNJ3P/IZ1iWhW5YeNwOhgzIZ9iQLlx1z5ts2VmBpgr8+mCG37ACxRH5xUkpsCxJ20xhKQUfvFXKhYN0XE4Hw1PHMrPsQ+pC1Zhhok2HcNItoS8Nej0VwT2ErCApvRrI6L2V03MuQVXH8G7Ry+hhnQtVaGR2havunsL/3l7B1sIKsjOTuPy8MRx5RK+93mtSooehIzNYWx8tAYwFWoL93eqGydK1u0hJiiMQrENaoCXpqPHREydDGiyqXsTZ+WfQoyCTHnuJHbTGDm8Rz29/g23eXahCZXzmSC7rdg4e1V4RpSbFcdoxg/nk2zUEgoadnRROSfcF9eZXgQQCIYMdJVV8u3gLx43p2+41AY7PHsvT3ndRkk17UhCj3za5ARHCznxyRrq/1heVcc1TH/DhXy4+IISBB6SOQkr5OfaAab3t2Va/S+D6/T32h8IKLQFMZr7RCUOPTAXYszmOCRdvZu70fhh661xPiRAKV//9LIQQ/N9rV/P4X99nwYy1WJZFbi+FybcUUpA/kuEXX8zqj+fgNfzNcQWny8GA4QWsXmUX2wUbnCyYOpDRf1yLlAqeOCcSkwmd7iZOs6me6+p8fPv12qgMFiGgd69sTpg4mic3v2Jvwx7E7X3HAdPHsuqZ/K7g93xQ/BpLqudQuS6Rwo8KwFQot0pZt7aCdz9ZxgsP/Y44jxMpJa8UvkSolbpZU0qqIiyscDZM0yvGrWp0i+vBFm8RQggMy6BPYndu6X0FtboXnxmgR0J+RJ1ErieDM/ImNP/tDQT5eMn6qNhEQDd4fsYiRlwX21BMHtiL6SvWt5mtStRUg7FZtl/5Dx98yoriUgzLImiEiyIrXOCSEN9yPZeq/ejB8kv37SZMGNOb3j2y+XLWOhoa/Iwa0Z0RQ7pywz/fZe32PfbMOpzW2lAaT3KXyNmkBLyl8cRn+ZupOsyQQuW6NEJVCazaWMLhg7viVFzc3PuffFn6PqvrFqEJB6PSj+borFOQWCyrmc+a2mUkOpIYm3Es+WEW4wxXJt+UfUa1XkXfxIFMyj6JJEcKR9zfhx+K/kkD2OzdFNFPwV4VBfa0xDaEEDx05+n84d53CYYMRKRAXgQc4ofFqSqD1dy99j8EwmSEhjSYVb6AWeUL6RbflUu6ns6A5F7cdOlEunZO538fL6G4rk0ldutCB8Af1Jm3YluzoTAtk//t/JrpJfPwGQH6JRUwKXsEUzd9RtBy4HCbKDkBrFJ3m5ohadN5hGEvINvUr1iSstoG1uzcw+Cu0QqBPxS/+spsAKFkIHHw5f+y0YORU6aQX2XRtAz+/L+5vPyXw6gqiQMJcYmJ3P3a70kPFxMlJHn4yxMXoYcMTMPE1xhk/dJCtMI48kZ25/F3B/Lfh75g6fwtuD0OTjx7JMkZiaxZvas5+X/3sgymX30k59ySw4QTBpEbNyLC7VS+pw7NoUYZCimhcEcFSY4MCuIHUdi4GsMy6O2UwwAAU6dJREFU2PlFHl2OK0GoMspgGDJEkW8T4zJP47wuV3J6zkWc+tBzWHpk0d2eino++Gw5F501ihq9mkYjuvBQCNsrIYSKicAlnFjSZGz6EVze7QIsJMW+PSQ7Ekh3pQKQ5Ezcr+9mW2VF88y0LXZV1LZ73B0nHMX8HYVU1PnCoWGJcEjS+0p+120su+vqWVViG4nIhymgytFsKFyKxgmd+/N/y79hTul2sjwJXNVvFONzukVf9BBHTnYyl7US26qs8bJyc4ltJETLBGjjtD4MuWQt7tSWjDxNOPAuG0CprCJrYCXSEpSvzqR6cwpxHiJ87QlaEmflX85Z+ZdHtWFU+kRGpU+M2t4zsR89E/cu9rO/GJ85ga/LZ9jxs7CUsRUS1KxOw/DaL3yhWhw/rh/d8jOY/tw1LFm9k7oGP3PjvJSEiiNiKk7FycSsCTGv1R6+LJ0d060rpWSLt5D71j/FvQP+QL+kHpx+3BDc8Q4efOWbaBqNVsZCVQRprTKRHtn0HrPKVxC07GzClbU7WF27g5BdOIFuaYjxDfCdiix32H5hAYEBAfRcE/fSOJQGtd00WdOSVNS1V2j8w/CbMBSq+zhM46+E/LFDLr46B/l967h72nfUVSSRkXo3+V3Pj7mvw6nx1pMzef/52TicKlJCfKKbf/3vWu6aekHEvudP+jdGm5e+GVD4+r9+Lj37yKhz5+SmYrRlzAQURdCrt02Md1b+bXxU8hhLVm2kdH4OeqODHmfsoK1olopGhqtlNl64qyYyTzyMUMhg1vebuOisUbgVN+2pymmKxkUFl3J46giq9VqStETitJbZW/eE9mMee8MTRe/YdM5t3GhCQP/8rJjHACR53My6+RpeWPY9H29eje4KcVy/3lzeczxprnjWVpfhUFSCMYyQMBXiNReGNBmUkss3Rdup14PolsnmugqWVRRx+7Cjubj3z6s7fKBRUl5n333rWYQQSBOKZnWn35lb0YQDUxp0S+jNlBNP5L7HZ7JhfWQ2jKYqDOyda7um9hI/+LngUT3c3f8+Xi18leU1S7BMQfnsTtSuS7EnDJpFQrrgynNto6lpKqOH25XYhwWzuH/dAzSEGjEsEyEgy+rC0VnRxm1v2OkrwZCxJzgCOy38jZ2fcP+gmwBITvAgYr2tWw03TVM5daJNUVIdauCbsuWELAPDUsKUHk0XaKLpEMigQlBTCB3XiDAEVoKdBYaEwEgfnlkJdqJHDP2qoG7Qp3MGBwK/CUOBsQWPwyKvl5+izdGsq4kZOvV7epORH09qViG6/BO7Sh8jLfluEuJOjNh38awNTHtxLnrIaK5zCPhC3H3Ff3nx2zuaXRhSSmqq7OV92+5RXdEQs5kJiW5OmjKMzz9bGaGY53RqXHCRzf/kUuM4p8udpO1YxTrlG8oWZZEzuoy4Tv4IegVV0Tg8/fjmvz1uJ2bb2XUY8XF2cDJOi6d/0gDW1a9tnqmBPeM6L/9CxmXYA6+T2v4LfG+wpMU2bzGGNOiVUMBO3x5KQxV4ernxbUmE5jx3iaoqXDd59F7PpyiCa0aO5ZqRY6M+65mRHpMF1G6IgrlHZXL33iQmOlhatgfdarlfv2nw4MpZnNN9CO62EddfEdoWLjZDCMyadO4ZcCOlgWLSnBlkujoRCOl0676CtTvsYkkHAhcKI4YVcMzvnyYQ1OnbNZvbLj6aAT2i3RWWtJhTsZBZ5d8DkqOyxnBk5qgDIv0J9phaubmEZRuKSE7wkNY9D7+xCoQkbmwNSk4Iq17Dk+3n5JGjiWtD6wGQSAol7/Sn3rMb3EECZXEUehOYunkOf744WmzJMK0IloMm9EwoYE3dxohx0tzO8L87fSXU641UheoY3LcTLqeKr61ygLCpaBDwlyuPbU5ZLfaV41Q0ApYZg/eppV8bGxIwcgykWyJbJyMIQJFYaSaiSkOq9mJatDqD5lQoa/CSl5ESdQ8/FL8JQ2HW/QWFINf9Yxd/Pa9PeGbd8uBrSl3MfcfJyTdtREo7bc8wd1JefT2K+C9xnhZSvE9fn0/QH+kblVJSU9HA9g276dHfrkMQQtCpcyp72iiQAeTmt0/Zfd0fjiU9I4EP3ltMQ32APn1zuO4Px1LQNTLANmxgD0xjJiBY+1x/ep27jdS+tSAg3szg4n5/JtnRMlvo0jmN7IxEinZHrizcLgdntuLFv6Lb1Ty+ZSpF/p2oqOjSYFz6eMZnRK+Afgi2eou4f91zNJq2NoSC4OTciahCIa5XPYrLxLclERlS0VJCjBiVTM9OPz7P2+3QuHXSeB74enY4PtEqbdQCX63k81VbkbkhdBE92FUEm+oqGJKe+6Pb8EsjLysFTVUw2uhqIyR0qsWjJtAn0Y7nWJbkDw99wOaSymZ3t6UKhNvBdyu2NceQNhSWcd2D7/P8PWeyU91CTaiOfkk9GZjUh0c2P8eauo0Ew7GDHY1FLK5ayW19f/+TA6amZXH7Y5+wdP0uAiEdp0MjrkctSRM0m5pEEzh728WYDiHollgQ8zyfz19PRVUjgVA80OTm0flo9houOmkk2emJSCmZNms1L0xfQHW9j8zUBK4/axwnju3ffB6voWOEDXFTUb+0mkIFAilBtxR+t/BuNMUWEDr1mnF88WI5Db4AQtjJA5edcjiDe3emf/dOEfT4uZ4MQpaBacXyG7W87q0aBzI9FDM/VVEE0iHBAaYrnFkf7gpSA9Wl4NIOzCv+V28opPSDsRmAfof5EaogwrUoQFFg4qUbkeEPCtcms/DjfEIBlV7D7+Ok80aSEuaRaWyILSakKAK/N5J48Mqbj+Ohu6Y1rw6EYtFzfCXHXVnJ4rL76J50GhmewVHnOe/CMZzXhgitLTzJJmMnpzJ/RhUhv8aGV/rgihN0ykng2UeuiuLyf/PDxZTuqY1c6qoKp00ewoRRLZkm8Vo8d/b7K7v9u6kJVZMXl0+yI3mvbdkXgmaIv615Eq/RoqInJby99jsafSqkCDwFjXgKbH9pcHccy79zM/izqaQnxHHtcaM4d+zgH/yyuXDEEGZt2c6cbYUtt227d8PtMiFoQoy0fd0yyXAfuMrVnwNSSj5etJ43v1uBNxDkqEE9SC8QlO20Wq3WQKiS5KG1LKtZzah0e5KwdMMuNhSWRRScGaZFfWMgOlEvpYF7tv8LzSEIWTpuxUW2O5OywB5CrWosglaIdfWb2NiwlX5Je89m2he++n4jS9bvbJbmDYYMRCPES1q51ux/QxK6x8eOMS1as7OZr6w1HKrC2m2lZKcnMm3Wah57e3bzfhU1Xh549WscmsKxR/TFq/uYvnEBVd/mkzqiCneuH2kIvJuSMKUgaUgdltRoNHQMaaKb9nm+qp/HTX85l06NeQSCOgN65MTUTgHIcCUzNnMgM0vXxnQGK+E6L0cC6GUOrHQj6m2tagoO00XAbbujpBr5VSbHeRiQd2C0tX/1hsK+BQUwcXss8roHKNoaWfXpTjRwxdumdsYrPfjs2d4YIQVpKSyfaTDt0b/x3pZHURSF8ScOZtu6kgjXENgzst5DIv30444ZgOZQefXJbygtruL4u5eS3qManxJkR4Ngl3cmA9Kuol/qxT/ojrY2LOTj4n8Rf7RgUEYKhXNzcejpnDRxNGeceliUkdiyvYyX3pqP3kYvQ1HgkrNHx3wB53pyyfUcmNn0kup1EUt0o1GlYm4OZqOGoghMC+IG1OLp6SW4x03dylSaQgtVXh+PfDIHwzL53ZHtK4K1h501tS3BvBizLofXifAEw+mELdAtC59+8Pj7DwYefH8WHy1chy/8gntn7iqSB5US73DTuDUBpEBN0Ek7sgIlLUBFsLr52Bc/XhhhJNqHJH1SKZZqEAo/soAVpNi/G0taUUkVIUtnff2Wn2woPp27NkK/HcDdxR+zxN0pHGxq2E5+XLR7LDs90a7ubsN6IIG0ZNst/cL0BVHGJBAyeOaD7zn2iL7saCzBuyoZvcZF+YxIESWhWeQPgUr8UW6poBXivaKveWbEHTHvcVHVZp7f+hXFvkoK4rO4svux7PHXs6o2WqYgTnPx2ZH3cLr3RTbXltsMCaa01TMBIQWX9BjNou172FRSTkQZmIAEt5OnLz/tgGlp/+qFi4RwINyTAdtf+YcHduLymCjhCmPNoTFoXIB4TSVY4ebTp/ugBzRkmFs+5NdorPPz6YvfATD5vFF07paJK8w6qagKLreDP/zzTJwxinNGTejLM+9dz5Mzx5HZuxapNK06JKYMsLb6OQJGNL3F+rXFTH3ocx7+v09YsmhbCxfTnjKefOslCuen4feaZA0u4/DrVzDy5rkcdWoycXHRxVAzZq+PqaalKgoLlm77Qc/zx6Be9zbHR6SEirk5GA0OpKlg6gJMgX9dCnqFC+/G5IjZL4BfN3h2xqJ2KU3aosLbyN8/+4aJU/9LVV1js5ZwrKmZQ3eQ7UoEabet6ceyJH9b/OVPvPOfD+V1Xt7/fg1ey8BygOWAoLDwlceROqGM/Cu2k3fpdnIv2Ikn34fE9rMDlFTUsWr77r3SjTdBS9FR3NF9yYxRcAbgVBwkae1rNdfpXp7a8jYXLryTSxbdxf8KPyVkRRvoWIFgK6gQg0kcQ5p41NjytmdOGhLFIyUEeOKcfLFoA//32tdU1/tiHrunyk5vTXMmEyhzxCwkVBWF63OuaJdkskaPHZ+cW76OO1e+xsb6YrxGgHV1u7hj1Wuckz+BLnGZaKKFpcGpaNzR7yxe27KYTVYZMkmGg9UCy1KQ9SrWVjevTl/Ldm8NmckJeFSNeM2BQyicOWIgc++5lt45ByaQDb+JFQUoSfdhmiWgb2DgKHjss218+OJAdm7N5/QbSxgwdiNCmGxY2AlVlcQqpF/w5SpOuepo3B4nj077A999vIJF36wnNTORky4cQ7e+e89FLvbOwpTRtAUKGmX+pRQktgSeX/nvbN5/exGhoJ0WN/vbDYyb0IdufTrx4ouzsOiCEJIN7/Vg4EWbyBleiSFDrKv9hry4AVHXCOlmzGwmKYlaZRwMDErp1ZwGqNc7MBu1qEEmTYF/awKmL3aX8waCBHSdONfeyftq/QFOf+5/1PoCzamxCmCZdlVs6ymopih0Tk5ia2BPm4wwu+Z8Sbkti6kcoFnXwcSaHaWEFCuKRcpbkUCowYErWUdx2TdpZ8s66JvYE4AlG3ahqgqmbkbpJyhC4NCUltXG/tnqZggEozMOi/lZ0Axxy8qHqQzWNs++Pyz+hvX12/nnoD9EzHZPPnIA67bvwd+KMdK3OZGEIbVRDAGWtEh3xo4DFuSk8X/Xn8x9L3yJbpiYpsQV76AuGOTDOWvsGrV27qVzlu2C7RyXRWKKg5r66PWMsBR6ZHQirsxNyIqsVREIBiS16GA0+AJ8u2obXn+Qd/0zCTojDWTQ0nlm65fU+C1CloolLRShIi0nOe4M7tg8I7qRwp4kqF4HOha6aWE5JLecMo4+nTLp1zmL+BhB/p+K34ShEEoiWvq7SH0D0txFt9F9uGV8Vyyrhqo9hwFBu4rabSJi0BgAZOW1dDyny8FxZx/OcWcfvt9tcKiJhF9ZbVuHQ2nxhZfuruW9NxcSarX0DQR05ny3kVlzNmKYEtvRbmPt631I712LM8GIKdQCMHFsHz7/Zm2UjKJlWYw67ODXC+THdeKozBHMqVhGIKS0OxJlUEWLNzDqoztykseNx2mv2LyBIP/+Yg6frtqIYVqM6dmFu6YcTV5aMm8tWUVDIBhVP6FI0IRCKPyMVEVhUq/u/GPyMRz58dMRWU9NcKjqXrUaDiXsqqqNEGei6XcJu5d1ImfCbpyqXXQYNFUMq6XIMN7jRFUVpGIirBZbIIApR/YnIymB979ZRWMgxIDsrijueqrNyCQNp+LkuOzxzK9aTNC0V80u1cmfel9DghY71jOvcgV1IW+EiyYkDTY37GRzw076JHVt3n7c6L7MXbGN+St3oBsmlpQYXo1QvYYrNbJfC5zs8pXRt9VLuTXGDevOF09ey/biKspqGrjjuU9bqDakPYdp+xpQVcGVrVTh7j7nFG6Z+jGtCZE1TTBxeC/SkuK5tseZPLr5zWZafQUFl+rgkm62st/iTbu46VmbsUU3TQzTAWoWIjOEs68XNcU+cbGvkqDhCruOmjwWBves+oCaUDsa2K7Ixvt1gw9Xr+f9sRfG3v8A4DdhKJogHP0QjpaiHz20AiGcWFYACxgyrjwmcZ+iCk67JrYc6P6ie9Kp7Kj/GFNGBrylJXjpn0UU73iGfoPzSc9ObhnsQpKca89K6koS7PL/Nql6QkjKV2fQbWwt/ZOPinntIf3zOGZ8X76eu5FgSEcRAk1T+f0lE0hL+XkCtjf0Op9hqf341DOPGXONqImpU1Nx5QaRyUHqlqY3y0qCncH0+8mjm4kar3j5AzaVVhIKZ53M27KTc595iy9vuYyFO4qas5xaI8Hl5M7JEziuby8Cls6M3Rup0/1sbazgzO6DeHvLSju4rQsIKShCcERB7MyZQxGx2KYBEIKQ14nPcOJv9VhUQTNtyfjB3W3XjrADnk0vS5yC7zYW0r8gmyfuOJN+XezA547Gsfx97aOY0kK3DDRFpV9STy4sOJ2Lup5BYWMREugWn4+yF52PjfU7miubW0NKyfbG4ghDoSoK/3fDFNZtK2Xeyu28/NliXP0bkPEWAcPWAlcViUASp2lkuFL2+rxURaFXl0xmr94WHZtRbeI+RZFI3X4uIU1y1+tfIRXB5MP7Mq5/T/551Un8+3/f4g2EEBKOH9WX235np9hOyBpOqjOJd3bNoDRQRf+kbpxfcBydPVmEdINbnv8Ef4Rio0CaAlnmIlDlwjWyBiuogqFgpJiINt67HY0VpDiTqI1lLGJwypXVHzhep1j4TRmKtlCsRjRM9PDUyxVnctPjS3jsj+FCKwl6yMXV/ziHbv3b4RzaT6S6+jA04yZWVE5FSBVDNzF0+OxfQynbugkQ7NpRieJUEQ6V9O61jPv9chxxYe4an8bcZ4dTuStySS2lQFgO+iUfRZarB7N3vse6bZswqrMZ2/MYhg/pihCC264/nhMmDWTOgs24nA6OndCfrvn7Tj+VUrKtcROVwTLyPAXkteLd/yEQQjAucxjjMocxrHEVj344h6BuGwyXQyUrJZEzJ/blndKvcYyso3ZdIkajSlqih5tOGM/pR9hpnCt3lbKtvLrZSEhsBtq6YID7PvmW3JREVCEi1NzATq8cmNOJzd5yrpz/JpaUBE0dl+pgZHoXhmfmsXjHbqwANLmeFm4t4Xb1K/597OQfdc8/J/rmxuYnsp+CQK9z4gxrkigIRqb1bZHydTl4/OYzuPmxDzEtiS4t/NIEAVUNPuat3cGSzUU8e+OZDOmeS7f4fJ4d8S8WVa2gVq+nT2IP+iR2bz5f94S9G9hSfxWl/ipSHUk4FUdUTEIiqQjUEbKMKMbhAT1yKMhN4+WvlhAsd+GiKZWnJUCdocYxJGX/qEHcDg1VFVhtSMukJjEUpVkZDsA0JPe+NoPB3XPIzUjmmJF9OPqw3lTXN5LgcUVwpgEMTunJ4JSeUddcvrUkpgeviZYHEwKLUpEumpd3IjeA0scXkSxwVZ/RPL5uDsHWyxoTxJ7IdggBQ/N/Ok3H3iBiqYcd6hgxYoRcunRpu59L6cesuQZCy5EEQVroWNSHZzehgMKa7zPRgypDxqXRtc9Xtt6sYaKoCn59NXWNHyGRpMRNIc61/9k4a9du5NnnnyDYKChaldoipqK2EHhpyZJTH56Fw9NGtcyv8eGdR6MHWjqC5oD//HcyGRkJvLn9z4SMEKrDwgyqeMsTUJadzb13nPWjKmq9RgOPb76f6lBlWP1M0iOhD1f3+BMO5af5OVdsK+HN71ZQWd/IUYN7cNbYwcS7nVQEa1lWvRmX4mBUen88mouKQB3vF81hXd1OpN/Jou+9+OrDnummCauwKRAyE+KpDvojVhWaotC3UybvXHke4z6bSlUwkrbAozq4vOsYnpq3FKNNwFwIeO+s8xie07nVNrFMSvmLlG2317ctSzL0tqlYMjLGACCdFhlD6tCyvbgVJx7NxVOH3US2OzXiHIZhsnRTEX997SuqG6IDuoO75fDqref96LYHzBB/X/sqK2u34BAaIctAESaKCDW/AJtqnARxOBQHjwy7nq7xnaLO9fuH32dD3lLUrGCEfC8SJmYP4y/9WzIJ19Tu4L1dcyjxVyIQ1IS8JDvjOa/LUQxy9uKsu16JYHkFkKq0V1dtEitURXDNyaO48qRR7Atef5CPFq1n6dYikuPdxLmceJwOMhPjePLj72kMRMseNPVpic0I27TN0iRo9lJPSTY44vBMXph4KS9sXsCzG+fhN3Xbfd7owtqm0ZRboAiB26HxzjXn0zNr3xPDH9u3f5MrCqv+XxBaBgTtQSUEDqkQLxw0Sh2n2+Kwo5uEYGrYuHwaj920lp0bSzjhD9s48qLtqJqdSlPd+D/SEy4lJ+Wv+3Xtx+75ml3bo7MNHO4QXUfvYduiLnQ5bDdCRBtozSHoMaqcTbM7oygCVVO54ooJDMgbygtbL8VSAjQJtWluk4RODezwzGb+giGMH9v7Bz+nN3c+T3mgNIKLaZt3I1+WTmdK5/3js68N1TOt+HOW164hXo3jpNxJjM84gmE9OjOsR+eo/TNdKUzOaYn9FPkquHbJYwRNOyddIIgfBvrKdEINrgifvGlJqhp9jOvVldWle/AGQ1iWZERBZ/5z5omsr91DIIbKnd/UeXfjGnTLisqukVLy1PJFvHjSGft1v78UFEVweO98Fm4uagnMCzuALy1BspnJcM8AfJUOhmV0w21FCwNpmsqw3nnUemP7vjcVt6/bUa/7+Lh4AStrttI5LoMz8sdTEB9Zwf/E5mmsrN1CyDIIhVNGnEIjWUvFa9ZhSgtLCkKWiiSEMEPcu+YVXj7i9qg0zrsun8QlK+dH52UKWFK9sfnPL3YvYeqmac2xgiZUhep5ZOP7nJ43lrsuOZb7X52JGibSCxoGSoGP4K7oZ2RaEq8/hq5NG1TVN3LeQ29S7ws0syKDPfFwaipSj5FcEm5/WzSxwjcZLavGwcpZXtb1KefqPmO4vNcoGvQASU43qlCYvXkHz363iNK6BobkdeIPk8bsl5H4KfhNGgrp/xCI9I0KIXCh0dhGlEVKi89ffZGdGzsz4cLtHHvJBoRiK73ZWkJ+qrwvkxp3Bm7n3knP6ut87N5VHfMzRbFI6twISNxJIRRndGBaaAanndOHwk4D0TSFiUcPoGvXDGpDpXj1qqhOpjktOg0rYeas9T/YUOhWiPX1q6II+3SpM6fsG07KOXufqxSv3sjtq/9Jg2EHLCuo4r/b36SwsZiLu561X+14Zssn+IxgeEUDFhKpCBL61VCzPCtC3hJsHv61JWXM+fPVlNTWkeBykRpnD/iSYG2716nzxh78EthWX7lfbf2l8Y9zjuOYf70YlbkkFcHmdTrb1topsJ+xkwc+mc3Tl5zG2N5dI87hUFXcTs2mwW6DtFaqcyHL4N2dc/m8dCmGNKkLNWBJE10aLK/ZylelS7l/8GWMSLf7nWGZfFO2HL0NkV7IMjCkSid3Hlu9u2ndiSVQHqyhxF9JXlykay0jJdHO1IqRlttk7EOWwRObp0cZiSYELJ0Piufx3riJfDHoar5fW4gQUNAjgT9+/wwVRdGGwuN0MH5w7CB5azz9+QKqvb6oqngpJEHdwKGoOIWKYVlYVnROomyq9rZvKJKvC/CHDM575k3G9u3GI2efSKqrhZpoQu9uTOj985Ja/urrKNrCdqVFB9AgdjKOHpKUbHdz8T9XcOqNG9FU20vkQOIIJ+dLqVMfmLnPazscarsZP5rLpHJbGqauUbE5FTMUzY+jCReDuoznqqsnctnlE+jaNSPc7r28sKVoVsr7IbCkRXtux8agn7PveNmuUdgLZpTNodHwRWS1BK0QM/Z8R22ofi9HtmBFzbZmI2EbZ4FEINySlCPKUeOiXwJOVUURgvzUlGYjAdA/pVOU7Km0wKE7sWvrYj/HJHf7imuHEnJSksjPTbZXEdgBaekAqdmFcJZqB6stBXQkV738IUd+/iB/WvI2O7yVNnVF0SJcx9aiHV+JMqIOwvoNbqfG5cfbKz0pJX9a/gIv75jJLl8Fu/3VNJo6fstsNuYBS+fBDe+wflcZNzzzIcff9V+qvksjVB5d39BoBsLEkNHPXyBiku85FY2hKb1Q2hyjCZWJWcMA2NlYFnVcWziExnZvKUnxbiYf0ZfjD+9L3/Q8/jX2ElL7GqC2CHe5nRrjB3djeK/olXBbfLd2WzR1StM9DW7AxOL0cYO4YcoY+hdk43AoeNwabqetTNfapdoeLAMWbN/F3z7e97vnYOM3t6IQQoBjBOhLaJ0ULqVEj5G6WlcZh7dBZdDEMjSnbHWeMPU2YJpghPZtUz1xLoaP6s6yBdswDQtFteg2spTc/pUk53nZvS2DXSuzqdiUSsXmVLL6VKO5wrUA0kl23BCyPUOizpvkyCZeyaTe3B3hrzWCCruX5XHNcYP269kYholpWbicDlyqm86eLhT5CyP2sUyo3p7M7oo67vvvVzx2S2yXjG6YzNm0EW9Q4EyJnBBpikZhYxFDndE1H20Rr7nwm8FW7Jmi+R9FlST0qaNuRYsrz61pnH1YbJ1jRQieHH02V8x7E9OSNNZIpBT4XSYy0Q8+FRloxfGB3UNG53SJOpcQIg14B+gKFALnSCmjiL2EEJOBx7Bzmv8rpXwgvP1e4CqgyZ/zl7A+xU/C4C45bK+vQ1jhu5AgDDv+1XxXommmKqkqNPnW3MCCyq2c0LkfM/esJiB0cIKSHULJ0NG+z+TyIw/nzHF2P1pRs41NDSWRQdQwWq9mqspCXDbtnXAdD4ALfUEGCYdV48rzh5siGJLSg0HJ3SgpnBE1+4/X3HSJi01CeUuf8/jjisfwGn5Cpo5TddDJncbl3e0U1CRHXLsMr00wpElmjAyp4Wm9+foPt/HN2k18s3gb0oITDu/L+EHdo9xgsdCUyh0FCSJNR+QESU5wc9lxh3PZcYfjC4aoqGskKyWB+RsLufONL5FS2hxbMS5nrxQhZJp8vWEbjcEQ8fuoMTqY+EkrCiFEmhBiphBiS/jf1Hb2myyE2CSE2CqEuKPV9nuFECVCiJXhnxNjHf9DoSbdCyKepmrtpte/Jc2IGYqKYNY719B7ZA2qZs9l1bDiW9NRKhLTkDz2+xLMdmQMW+OWe08ntyAeT3KAcx/6lkk3LGPISdspGFzOqNPWk92jGhDMnTqMFW/2oWp7Mt6SdI7I+gPHdn4wqpMW7qzk3Aue4vN/dUb3aegBFcsQGEGVul0pFHAMxbtrmL9wS7syi15fkHse/4yjL3mcSZc8waW3v87G7WVcWHANTsWJZYSX8l4V7554ds3rjGlJlqyzCdra4uvlm5l427N8/wns+qKAwo+7Eap3hJ8x+IwgD2x8mj+tuI8VNXsXdTs9bxwuxdGcvRMBAVqCTrxbxe3QcDs0RnTtzGVj24/FDU/P57vJNzJQdEX6HUi/Bn47c8ZySKx4A0ttKVAUQvD7oUfEOtUdwDdSyl7AN+G/I5snhAo8BZwA9AfOF0L0b7XLo1LKoeGfAyJgdPERwyMekxQxn1xzbE7Wq1hI/EaIz0qWR8ZwFFAdglMu7MpVJx7R3PfW1RcRjBHrAZCtrlS/JoFgs5EIw1TwrU7B5vFTiVNdXNvzFE7PG09BfCc8qj0mnULDrTi5a8BF7abYZrpTePWIv3Jr3/O5tPuJ3NX/Ep4d8Wfiw/T32e5U+iTmtVslrQmVvkn55MXFrlBeuHkX781fz8bKKtIyExjQrdN+J4WcM24IzrZ62UJCmo7ikYjOQSYPb8nMinM5KchKxeN0cMzgXnxy56VcP3k0V046nIGds3GoMaSWw9N4IcAb3Hfc5GDip64omgbTA2EDcAdwe+sdWg2mY7EF55cIIT6WUq4P7/KolPLhn9iOCAhHb9SMGVi+N8BYjxGcjYmtPx0vtGaXixAaoycfyeM3zWfZh6NJ7xzgxOt2MHC8HWcIIjEMlWn/GszmZQEWf72W0ZOjZ/ytkZTi4bRbd1LPIuLTAs3Sk02616feMZe3/noMDeUJ7JzXlfTQ0dz6t1NJTommRw+FDG648TV8vhCQwLf3jCF7SAXu5BD5iQMJlaazbP1W5szfiqoquN0Onvj3BeTlRtrrW/41jY3byzDCVdqbC8u5/u/v8OZ/LqVnQh++mlGBd3cC9SVJLT4NwLAsvly4keMO79NM6by9tIq/vfpVqwCegl7voHhmPgWnbUcodraSKS2K/KU8vOk5but7HUNSYsd3zis4iiJfOZ/uXh7zc01ReOisE6mo9zEgN5sBudEkZ/WhAAsrtuNQNMZkdeeJRYtYtHM3hKcFli5tOUkRng+77NgUAYVzBg4k2R3tqwZOBY4K//4q8B1t+jZwOLBVSrkdQAjxdvi49RwkDMzNpm92Bpt223EV0V6EFAAJcU1pxrGVSEws1tUXRWzLdCXhUh34zeiXU1OVtCZUZF3sGa4MafTxFDA4oytn5U8g050CwJPDb2RB1Tq+3LCObRsCeMx41qsN9Dpcb3eG7lA0xme2P+b+MfhS7lz1Etu9tnRq0NJRhYKCYERab/4y4IKYx709byWPfDy3uR/vqqjh82UbeP/Wi6L022PhwqOGMW/rdhatL2r6EpAeE2WIF91QSE1x405q3yXcKSWRy44eCcDJtf045flXkVVNubICq5VaX7LHTVbiL0tg+VMNxSE5mACEmoWaeDMARu2fwP8RhDMx7JmTQmnxaP554dMEG11YFlTv9vDM2iQuuHsj484uxQn88/wJlBUmA0E2LS/cp6F48v6PCXTaSd9JgZgypprD5PyH5jHAfT9dUsbjiWt/Oblg4Vb8rTIwLF2ldKmdSljkakQ4AxHa2/5AiLv/bzovPXlZ87YtheVs2VmO3ma1YRgW02auwhyhU7MtBX9VHK3dPnZqjeCRt7/j0Xdm88TNZzC4Zy7vz10dQwdBYIVU/OVxxHWKzKgJWTpv7pzerqFQhcId/c9jfUkV2+TOCNeatKCruzMTe0fnqjfhg8IV/GPV52iKXUlmGYLGYndL6igS6WzKKW11f8CpA/ry74nt1lBkSylLAaSUpUKIWP6RzkDrt2wx0Hp5coMQ4mJgKXBLLNfVj8Gz55zKWS+9RXW9z6brQNpxnRj7Kjl2/7Ek6KbAsGzjqalWuIBN0KXNjPuorEE8vukTAoTaGBdBgurEQlIQn0VxSiIllXYsSoqWGkqHIri33+Vkp0SqIKqKSukWmPFpJUHDQMpa1haW8c781bxx0/nExeBS2xdSnAk8M/JGinwVVAfr6Z6Qg9cIkKC5SXRET77AJgB89JN5EdlKumnR4A/y8rdLufW0Cfu8rqoonDxiAEuT1iAbVfBYGAkSXdr8VLUiyMnfPMlDh53J0Tl718h+bv1C/DkhrDSJs9gJsuXbdDs07p0y6YCR+/1Y/NRgdsRgAvZ3MLWOFt0ghFgthHipPdcVgBDiaiHEUiHE0oqK9tP4YsGZ+FeEmhN2RwHEgZLGu48NIdgYpDUbRMiv8u6/emMaAj2gEpdgvxTdcc4Imo9YKNtdw8yPVrDhm9x2OXOEUJmY+wJ9cidFGQkpJauW7+SdNxbwzYy17Cmri6laBxA0rSi2TSmhcFcVW7eXN28rLqtFVaK/Zt0w2b6rksFJowjWuYl2+9hzR19QpzEQ4uYnpmOYFhV1jVHMnABO1YkMxh7ou/17DzoapsWaJSZ6vRNpCiwTLENgBlT2rIs52wdge0Ml96/6nKBl0GgEaTRCeBtN9NZ+a7W9LwLe+dOdDBw4MOoHSNlrgyPOEoWmCz4D9ACGAqXAf9o9yQ/s27nJScy76WruPulo8rKTwxk0MtI4IhGd/ShuK0yEqKKbDkxLxbAUArqGbii4FI1Luke+GN2qkydHXEvX+GycioZT0egSl8kjQ6/krkEX8uSIG3ju8Ju4dvJo3E4NKxxIx55/YQo4+5E3KK+LrBb2BUM8NH02Ad1o7tcB3aCkqo4PF67d533vDflxmQxJ7UGiI44cT1qzkZBS8vnyjVz42Fuc+uCrPP75PFbvLI3J76WbFt9v2tnuNepCft4rXMp/t8xlbU0JU7+cT2hbAiJLx0owsaQIPwSBblk06jo3LHyXqetmURHwNrdnS10F2+ormz0bc0sLMaVEOiHYJYSZZGI5LUiQPHjOZI7u0+MnPZsDgX2uKIQQXwPRFTGwf4UF+x5M/wj//Q/swRQt1AtIKZ8Hnge7KGk/r203QE3Hk/ktZuArTH09itYDzXMSaxfcHpOx1NAF1aUu4lMMHOE0VtWhMuG0SN+4ZVnMfH8Jn7z+PQFfiK79clBVhdL1aexen0rugJo2qwpBkrM3qe7oYGwoZHDnLW+xeWMpesjE6dRQVIGQYbdJGyiKiMn8ZJoWf7zzLZ6fejGdc1LpkZ8RkxjQ6VAZ0CuHoUmDkObqvT4/sFcgq7fuZvzAbsxfV9iGngAsU5KSbRHLs53l3juLZWMohGFK/GvT0BJ01HgDK6Bi+FX0rEpe3z6HCdn96RIfeZ63dywhJA1ah1iFaiuBWVqTZGT7XeXsR//JExNPidouhKgFTCFETng1kQOUR+1oT3pac8/nAbsBpJTN1lEI8QLwaXvt+DF9WxGCC0YM4ZPtmyj01aH6QAmFXSAKmAmQmGuiKhpCKgQt2YrvKhyTMjWEmcCNi97nlPwhXN5rDJ6w4l/3hE68PvoWygK1SCSd3NFzuJMP70dlXSOPfDkvYrslJfW+IM/PXMRdZ7VQ46zZtcdWk2vTSQK6wddrtnDhhGHN24qqavlw0VoqG3yM7duVSQN7xlSi2xce+ng27y9cgz/MrVY8u45Plm5oVx0wKzk2E+7SqkKuX/gGEknIMnmW2fjr4gEHwQWpMNAbFs+wu5wZ5lwxgWc3zeX1bYu5qmA8T85eTMhngQYp2Q5eOfkc0t1x7G4MZwlqYGSagIlTUTm8y09jjDhQ2OeTl1IeI6UcGOPnI6AsPIj4sYNJSmlKKS3gBWw31UGBEE40zxRcSbfjiDsLITyk58RewFimICFFR1GgaEsmBX1yeOjDm4lPipzdPnr7uzzz9+lsW1dCyY4KFs1cR7DGCxI+vmcMpRtSMXWBaQgs3YlLTWNE9kOsW7mLf935Hrdd+wofvrWAgD/EtHcXs2n9bgJ+HdO08PtD+BqDuGN8RUIIRg7ritMZ2wfq9YV48r+zAOiSm8aowzrTfcQe+h+7mbzBpWgOC7fLwWnHDCbRHUd2WtJ+PUPDtDh+RB/yMpNxOVrmGB6ng3OPGsp5fY7F1aai26k4OL9L9Mu4NZLcLpI99qrG8DoJlsWByyJ+SA1KbgNPbpjJKdOf5cz3X+XNVauoDwb4+8pPeHP74lZyqBLLgmBIxXJJOwdJoaWHt3n9KkJwSf/YrKdhfAxcEv79EuCjGPssAXoJIboJIZzAeeHjmsZDE04HftqUuR1U+Xz2LD4B9DQIpYGeAm6Pg7NSj+SyrOPonZgbkxRRSqgIetnVWMMLm+dxybxXouRls90pMY0E2P1wwpAeMeMLpmUxf2NhxLZEtyvmahQktbIlFXvW2m2c8dDrvPzdMj5cvI67357BJU+9E1VdvS+U13l55/vVzUYCIGSY1PoCdEpJxNHG8LgdGpdOjO4ThmVy0+K38Zkh/KaOKS0Clm5XUoNdKBdoGYtWMzGXCN8deI0gj6z9lqDXsom7QoKaYp3T332dC3oPjUrrdioq43O7kRo7fvaz46fGKJoG0wPsx2ACSrAH0wVgD6Ym1xUHcTC1h/NvP4UHLn2aoK8lDuBwmRw2uQJPogOn8iAvzB2DM+5dgv7LqK5IIS7hStye49ldWMmcT1cSauX+EWqQ4ZOKSc71U7Q1k+l/GUNmzzo6D2jgwitOp3+XKXz23gpeeGxGM8X46qU7eO6Rr1CdGiEpbbWhMKQELJhwVB/mfb8F07RwuzWuuGwCkycP5oZb32R7YRtXRbiPLl1RCEBtaA85J04jOdQIqo4RUhkyeSfndX6YlCR7ef7n303k9qc+wjRayrgkorkoqGnLkF65uBwar/75PN6ft5oZSzcR73Fx7pFDOGqIvTxWhcZ7u76guj6AR0/n6JxxDE5qnQgUDSEEtx93JH/75GsCuoFwmrgKvHbhY1BQsyMZKWGlrGJjyWweWj0TkgNYyOYVm2VB0OdE6m1qWYSg2Uq0qmi+9bDxjMjea778A8C7QogrgF3A2eG25mKnwZ4opTSEEDcAX2GbppeklE1pXv8WQgwNX7UQuGavD+FH4siuXdlVW4vehk3Xp+u8tnwlppQoWY0o4RBUe67uoGWwrb6SeWVbObLT/osQJce529VqT02IjBH0y8siOcGFvzpExJekQFFaCcW+arKdyfzlrS8j4ge+kM7m3ZVMW7SW88cN3e+2rdm1B6eqNsu8NiGgG+SkJ5KTmsiKHbtxqCqWlNx08jjSk+NZVljCgM7ZuMOToTU1JVHCV0KAzPej7IrDMoFyJzLFQDSrzMV40G4rojsKKbCqFZ5fu5BrBx7B02sX4lAUdMtiRGZnHh138n7f68HGTzUUv4rB1B7GTDmMK/5xLi/f+x5IiRHS6TUiQHaXBv46cTBY33HZv56m35idNBXxhWpWEB+6lo0rJ6JqSnNtX2aXeq564ls0h4nTbRIKalSWpPD+g6dz5uSbGdi1F77GIC9M/SoiAC2l/T8joCMUxU6JazPTue7qo7nn7tMxTQu11WfPT72I48+aitnkWmpV4ekMSzB+UfoEfrM+XFgEmtNEEGC57y3c5deSnhzPkcN68sdr+/Hyx0torHZiWQLDUJGmgqKAQ3Nw35UnNK8iPC4HF006jIsmRc++6nemsfaLAnwhHRRYI9bwn2lryEyM52+nHM0x/WIHpqcM7keS280T3y2gSC1BCjtE21iaiGylKxwwDKy4RkSbmallKrSjrRM+1jYqmqIw/eTfMTAzlje1BVLKKiCKUlhKuRs4sdXfnwNRqa9Syov2eoEDhGtHjuSTjRupDwabiRTtBoAuLSQSw6chwzwRQkgcLgPVEf2wfGaIldXFEYai3h9gRVEpSW4XqhA8P3sJ28qr6J+bxbUTj6BXdgYjeuSxZGsReqsCNI8zenYuhOCYyfn878O1EAqLh0gBPXwoaSaz9mykN50J5DdAZsAuZKp2wDYPgaDBZ8s3/iBDUesP0Ch1TA277iRce6IKQUFmKnedOYk9tQ1UN/hwOFRuevtTHv52HqoisKTk7imTOGVYv3byxUDkhOgSn07pxhCBGgk1GjLdjr9YprD7rQBVs5+LZQpQJcJoVUQrobi2nrE5Xbms3wi21FWR7UkgLyF5v+/z58BPMhS/lsG0N5z6++M44YqJlO2s5KkbX2TNnPWs/bbJU1bOrNcFfYdYuOMVdu9yU7g5gaz8V0hJnxgR3zjnbwvxJIaaFwQuj0HnHjX8/Q0vXTPsgbdpXQmaQ40wFK0hAAwL2coYZHdKJquT3WnUNgZE1QTHTuzLN7M3R2Q1OR0qJx47CEua7GxchWwVzZASNs3P5+OFClOtV1BVhTMmDeb6c49DZu1kRc0CpBTUFidSszOFUV0Hc+TQbgzqtG/Z1BlrtvDw5+GUQ4WmuJ79JBsaufGNT5gytC8PnDk5ZhbH8IJcJg3tyTvrvJSXmDhS/Bg+jajZWQxNEWkJe5bXbusEJ3ftw58OG0f3lL0nJfyakBEfz+cXX8xLy5Yxd+dOgobBjuoamqobpMdEOrFZS6VdBxH0O3AJPfwCa3m2HtVBJ0+LG/LV75fz6NfzEAIMS2KYFiLczYqq6/hu4w5evfIs/n3Ridz08ies2bUHh6qgGyaXHz2S44ZE08pkpMbhGOvFqAN0BZINhEMi0HAoKo9s/xKjk7/FZZihQ7IBixNxaCoPfjqbL9dsxqHaSm4XjhnK9OXr+XjFBlRV4eyRgzh1WD/eXrSK/3w5D0PYbkip2H1f0cGhqZw31s5e7JSSSFZSAsc/8hKldQ0Rrrd7P/6antnpDOqUhxqjv8ZpDn4/cQyFXRp5Yt5CrD1xSJ+OmdE0vkV4AqpihRSbjibNfoBanYoatG/S0GFVZSkjsvI4LHPfVeG/BH5zldk/Bk6XA5dbY82c9YRaaWWf9+diply9B80Bj/1pMMtmZaI5LExDodvAd0AaCAXikkJkFdQTlVwkTKp9byEqq+mc/BRIidlO2X/zIdiZEW6PE1VT+OvfT4/ax2dUsqj8AUoaF5B/kuSUQXnMenMIgYYETMtiUL/OXHnReET4v9Yvz8IVndm8sBumrgIWhmnx4TeriXM5ufrM6zg66xR2NG5C6+Jgfu8v2BP4hI+rNaZV6RyTfQbHZLdPnvfst4vsjJamG2k1tppW3J+v2cxJg/tyZBuumoZgkFP+9z/KvF5bNwIHQW/sLCoZVBDuNsJFahOdpgxrR0UO7FN79uXxo6a02/ZfM9Lj4rh1/HhuHT+epxYu4rHvvwfC2U9xlm0kjMjnEfJJ3Im6bVylbWgtFMZm2S7EZTtLePTreZHaHzLMUWTZAWu/rvPg57N5/epzefn6symqqqWirpFeORkkemJLlR6bM5DntszCTDZoEk6XEqQBnd1pbPdXREZOBaBK1FyTwtoaVuwubQ5EPzdrMS/PXUrQNJvbubm0gm/Xb2P+lsLItodv3+N28OD5J9CzU0tixMqi3dT6/FHxmZBh8taiVfzj9GN5ZMS5/GGxTV8fsgzcqoMxWT3JVzK5c9HssF6IwPKEV0ki8sJCk0hTNN+bkWIiKsMULEKQ4jw0YhHtocNQhLGnsAKHy9FsKJLSdE69thSnW/L+M11Z/p1NS64H7SX81hUVqG4TGXLibxRsW5xGn3HR5HJSSj55tYRv37wXPSTQnVrLW7M1wjMWT7yT0383hozMRI46ZgDx8ZEDzpIGXxZdhc8oR4YHWmqXXZx9RyWZpf+mR0EB3QtaCNZ6Jh7B1oZFWOF9Ny/oGjYSLQiEDN76chlXnTGabHdnst2deWrrPZT4C7Ew0aUdw/m2bDqd3PkMTB4Z8xk2p0O24wcX2AHx6SvXRxmKN1atamUkwntL7GImadH67WFVuXF0DiCRWPY0uUW5sCkdtpUdGZ6dw6NHnhS7Ub8xHNerJ08vWoRpGE0TWjtfNeJLkUhdQ/pNpNPCMGzpWkNTOeaT57hp8JFsXlcdLRAVo9+uLi7DGwyR4HKSn55CfnrKXtuXH5/Gn/pN5j8bvkRBECrXCBa6sEyVG5d/gcx2IHP0yFiKCikJbrw1oYhspaBhEDRomZhgq73N21yIGqvCWsCI3nkcPTAy3bTWF4i5wrWkpKLBy+dF63ll82KSRBr5SUkMSstmYqc+dPakcdGb7xEw9OYGSI8Vu/8LiCRAASPRBM3+e2xOwV6f2y+NDkMRRpd+ndFbMWr2GuZFDyk43SYz384nFIh8uZqmwGjUAAvLVHjzlqH8bupyeo1uzR4rWfRRL2a81g89EH5z6SYizomiKZhmq1EnBC63g4uuOoozLxzdbjuLG+cTNOuajURze/DR2OWfFHR5J2L75JwbeD1QSIW3DKFaBBtjF/j5gzq6YeJ0aNSGKinybWs2Ls376DovLX+f0/I9vPT1BpYVliCR9MhKZ+rvTmZgfjZzNxW26/9poVKJ3uHb7dtbGYlWECAygshaJxhK83leG3cZbxYuYmNtGXsaG6ltlDTFIdBsbY1xnbpy3xHH0iPl4FIwH0rolZ7O1SNH8OziJTYNR0xpPPuNH6x02SmdQiKcFr5w3urja+bR3R9bKKktdMtkzMPPcurgfvztxKNxxqCiAPAZIb4s3sBuXx2D03L5+KibeH7R93ywYzPSsDCRmJYJux0I6UJ0biH2dAqVXGcaq0LRNSaxupotkxsrWxBS4qIJIIfk50TGd8JwOzSCWQFuX/wJ/jClSUljHWsqylmyu5xl5UXIKmdkqWPsS0dDgHTa86CeKel0ik/c9zG/IDoMRRgpmclMvuJovnr5O4K+ILWVDpTwLDXoa+ebl9JmDARCOPlyah96jf7eVqUTNivOrDcHRQgRCQmyMURCejxjTx/K7BnrCIUMHA6Ncy8ZyxkX7F0wpSG0K0putQmNehk7G2aQziSqaxvJzU4m3pXCeQX/4PePP4TQTBIzGqkri06H9ST7m903jYYXw6C1dDe7NmWyaWlXhCKZacyw3QWqvcTeWlbFqY++xnnjhsCmpmcTuQJvHtACThwUw3cdF7uKFkA4JEquH8UvUF0WmsdiYFouD2XYVOY1AT+3LfiC70q2AdAtMY0Hx5zAsMx9x1V+i/jjmDFM7tWLRxd/z5elm2PbbQkyDuw3lkAGFRASxW3iN3X0ZD3cWduvCJbYH4cMk09Wb8Slqdx1wtFR+22tr+CC714lZBn4DR2P5qRHYgaBtWp0jY8lkHvcyNygTXsDuFSN8fk92LS1JiIbqj1YUuLQlKiXv0vTOPeIwVH7pyfEcdX4kbw0byn+8PldmkZ2ejyLvIWEmlhzTYFhSfwySGXjLgA0zUKYLQNF1GvIFCPCWEiJ7XaKIOmyU2DjVAdPT9p7+vihgA5D0QrXP3Y5eb1y+GDqZ+zZ6cHvLcEdX8/gsdUsmpkVzr6JRN9hDZx1dTGdCoKsX55MiiVxaxJNgM8CaUQfIwBvjY8/3jmF6289ke+/Wc+SuVuo2l3L5rUl9BnUfpFNiqsHitAiqL2lBbs3Z1BRmM5qvmLJrE04HRqWJbns/DEkHf4lBX1LmfvuMEacvZrF04ZgGk3RZlA1k0HHbGJj/RwGphxD4U4Tw7Ro4jyrKU9g09KuWKZK60WGMLFVwoQt+DJ92Xosj0V6bi0peQ1IS1BdlExtcdgwKRJ3tp9/73me+dYAbup9FqlOeyZ16fDhzCksxG+0fhFIO1fdYVNwaEk6miIYmdENh9IyOFPdHl6YeAZ+QydkmiS7fh204QcTfTIzefakU3lz4yr+On8GUeULos2/YBsMQyAckuR4Nw6Pl5BfIqRoIVGUhLXNsV+G4a8hYBi8v3wdtx17JE4t8rXyp0UfUhfyNxssnxFic10Zsjq2X15YAs1SkKpkSFo+9wyZQrqSyCuzY/OBAVhOC7NzCJlogoT+8XmUrPFR5ws2z1I0t4LWDiX/9ZNGMyi/E28uXEmdP8BxA3rRKT+evyz/NGwoRJuXvb0qM5NMRKWCCBtUpU7DclkQZ7VQi1ogQ0rzoaoQpLjc3DxsHKf3HECC85djhd1f/CalUA8ULKMEX/UV7Nm5gzvPGknAb8comp7Z4MOrueeFDThdFooCfsPAFC20wZaU1FbFcdtlJ9HojYw15HVLY+q0gXzw8hI+et2gscFCUQQOp8b51xzFeVcfFbtN0mR64Vk0Gnb5iakrfPHUGKqKUzCCGopmYRoqUhOgCNwujeFnryZncBFlhWnoQgFVsmluD+rKE0hI89F3/HYyutSQ5ezCFT2f46+vfsGymjn0G1eIolqsmtuTsp3ptHW+SloMBYCqQf7YXbgTgyjhWIFpCBoq4qmpTsCd4ccV1nVWhUIndxovH3FHM/vn6ytXct9337a4pjQLJSuI0Owhl+AUJDmd/G/81eTFxS4COxA4FKVQfywChsEZn7zB5prKcK2FbHGVx1wsSFS3SWdnKntqfZg+C9WngGbh6iTpnplCyfIQXiuEkWyAJhEBBbVBxaEpdO6RwHZfFaqpcEx2b/585HhO/uZZQl4JVU4708ljQLqOWuhG+KJf3EKDlX+7EQTNEwJLSq788m0WLt6NpQsUy95PWgJTSMx+Pttohe9JSBABFbEjPGkIz4sSXE5m//FKElyxg+2tsba6lAtmvYbP1G2ZARnroUlEvYrmVe1YkAAr0eDfx0/m3kXf4g3qLf1Z2EbipuFjuXLACOIcP7+B6JBCPQhQtM4kZH1JQeLHPPbF7Xz1VjbTnulCKKggMLn9sU24PfbSWUqJqUQudRUhSEnTmXzmNj54taXozOkSnHrVdMorn2PksTqHHS14+p5j2LauE8GAzhvPzGL88QNJSo4jIdkTEWhThMoJ+S8xvfA0DBlg3ezuVO5KxdTtr9IywvnyhkQ6IBA02PBtATmDi8juWo1pQRAHo89dQevopAI0GLYPuMGoY8+2LHz1HroMLMVX56HdCHWr+FxeNxNXQouRAFA1SVK2F5liIFsL2UuL6lADS6o2MirDfjYXDR1KwO1n6orZhDAQrfRBNKFyx6DjODlvCHHaoT8DO1Tg1jSmTbmQ97es5d1Na1hTWYalW00M/DEhLSja4wXsyYYVLxFOSZzl4m+DTuBfFd+xQhbbOytAvIWZYqBrki26D1xgSpPP69ax/P1iTEWB3c6WqHPIAQ0OzMwA6i5382wcQAqJ0tmIoN02LYv7Zn/DvFWlSIcAR3hhm6SjVTox0/WWdOzm84B0mShxJiLY+lySLzds4ayhLTQ65Y1eqnx+uqem4tI0LCl5c+NKnlmzCK9PQSrhQoyYEFgJFoZLItx2UrLQVXbW1PPJlEv443efsa7KZnPpk5rJ1KNOolfqry9m1mEo9gMOzyl06j2UC/78Et6abXz5P4vUzGCzkQAw24ngKorB0SfV8fHrNumYy6lw4vlLGHjEDgA8Ydf8Df+YyW3nn48eUDENg2tOnopQBHEJblAFXm+Q/G6ZXP3nyQwf3ZPj855gcenVjBq6kYHddrJg1kA2riogO6+axGQfJTszaAzGIYRFdqc6khSdoJQEhANFyrBQUIuREECa064fGT4wjvlrTeorElk7K9FmBY3U+2lBq21HjUxnSeO2mM/BqZkErcjuplsGu3zljKLFiF7UawSfFq+h0FuN39RREDhVlfuHn8wpXfZPoKkDkXBrGr/rN5Tf9RvK3fO/5q11qwjJGII5YV+JrLU5rkVT5hlASKEhZHDx9A8wFQsSaDleoUXlq7VnRsAeRx3O3Z42UWcBlkT1OzF7+FF2uxABBRwWVk6IoT1aYkvbqqq56I33qGzwheckrYxKvQNSTHBbsQPIEqTLijAUQcOg0usDoD4Y5MbPP2VRcTEO1fYU3DZuPIuqd/FpYYsuN0bYbaS1732RQQWcFjKogiFo1HW6Jqfy0am/oybgRyJJc7cfhzvU0WEo9hOK1gVX8r1c8vcGlnxzDwFvZcTMub1EB8uCTUu9hErsWUUA+OSRXDp3LWPA+Mh02kEji1g+pwDpC9kiSQLqGwNIhwYOlcKtZfz9pje57+kzCWXfRIJoID4nSFZOLXndymkMuHG6DCxLoDosls3vTV7/PcQnGQjVwpJgqioloWQMogvZ+ibZDNnHDxrMB0sWsHtbOqahoAiJiUAoEtnEJS1smg8EuDSVf55zPMH0Qlb6tCjd5PB7IQoORaNbfGSFtFt18N7Ey/m0aB3flG4i053A+d0Po09ytA5FB344/j5mEid2682ln0zDL8LUNU1zBontGmoyEq3Q9HfQNMGU0KhCQps6hVgTCYtwem50kMQTdGMk6wQSmtTwwKU6uGPwsYC9Sr/q3elUeqONhL0DmLpA0VUsy4wehAIIRR7j0jRGdLEN0Y2ff8rCoiJCltWccfd/82bjjwtGn0cq9lJLtFpC05J+LAEa7aQVj+bg2G4tDASHCl/TT8FvTjP7YCMpPZHnl/6LKdeexqKvUwgFwkGssFhK2/EQCih88Vqk1KYeVHn/oT4R24QicTh18AVAN+weaEkI6RAMQbhQLxjQmbf4MUJGObKVNrjikiQkBXC6DdxxOg6HyagJ68nPrCLTVUuS0ogqLBzCJEurx4mOzT8rUbCIVyTxmh1YzonryhknJTJmykZ6HraLviMLmXDqSvoM2UNOtmBYr1Sevep0vrzzMj7786Us/+eNnD32MCZkjYpQK1v34hI2vbHSrp+QYcoG4NtjprLkqv+x4MpXuWrSeTzwwAMRz8KpapzRdQhPjT6He4edyFuPPsPDD/9wbavFixczdOhQhg4dypAhQ/jwww+bP1u2bBmDBg2iZ8+e3Hjjje3qh//WIIRgVG4XVlx+PSNT8+xCPAPQBQSV6Jcxsd7/IkzBsR/Yi5x7TlIS/x13AUdkFpDtTuSonF68fdQlDEm3q5M3lFdQ1ehrt9peYAffZb3WYuiaYIHUBYZbYLhtKhNFERyWn8th+Z0pb/SyqLiYUBueqoDUo8bwruv+ZscXTDVc4S6pnTaTus/m2IawyX4AO6+/jYoHHuPaE6cwdOjQqL7dFvfee++P6tvNbdu1i4SEhIhzHIy+3bGi+BFwx7u46K9n8PsRs3C55jNkXANGSKA4nFRXSxJSTZweD8FGPy/f34vNK1KizlFeGKlYpaqS9YvyEDG+VGGYSNOiKQ0pJX8jFoHmz5vHSNsRHY5tCCROaZKo+Km34vAoBk7VwkkLGaIqXHTytGhcX1RwK/me6SzJ+RrdCjEgaRTHjbmAREf0vTQh1ZnMnf2uZ+rmF/GbgeY2hCyVFKdK0FQxJKhOjbs+eZzrep7SrrjMgcDAgQNZunQpmqZRWlrKkCFDmDJlCpqmcd111/H8888zatQoTjzxRL788ktOOOGEg9aWQw0eh4P3z7yAumCA1Xv28P2uXezxeflk5wYMc98vFgFN2laALStsSdm2rg8RVBjdLZ+lu0oiCvg8Do1rxozk8MwCXp9wccxr+HU9pm5Ey+mlPdFXQC3yQHYIy21nPeFVsfwOEALLDVKRCI/Js+edihCCKp8fh6pG1+60lw4sIV51IoWtqCgtgbAEGAqpahzH9O+BlJKnPR7Kt2772YSGbr755qh+ezD6doeh+Al4+Lt/c82QP6MHiknP1tm9Ix7Vkchj319HWrrGNSMepbZOEEvSNzGtqbhPAG68VWeSm5PL5j07o/a1U+xaxUOCacAeiKlIEeNYbJvhlCYKFqZQUYUTM1xxrQkXBQmjSXd1bz5OUxwc0+lsjul09v48imYMSO7NcyP+RZGvlEez/0PIaTG+y3HkxXViVPpgHIpGgvo0t/U77wedtwkvvPAC06ZNY9q0aXg8e1/Sx7WqzQgEWqpvS0tLqa+vZ/Rou7Dx4osvZvr06f9fGYomJLvcjC/oyviCrgCM29SF27/9CrOV9zDS2RJ2Ebk1FIe91ZAWk3J68O2W7QTjQq3iGoJeohNPn3UKt338FbO2bMepqhiWxVVjRjJl4N6V3wZ2yrbTcsOeKxlujU1LY2+XYQ+qKlQu7TyG/65YhqlYSGerIh4BlkeSlOlqDpJ3T02NOdPWpIIRJlNsO/E6q+cgrh12OE+sXMCLn83G6XDzhyFjuHH46ObzPifEjzYSP6RvA0yfPp3u3bsTH98y6TxYfbvDUPwExCV4eG3rk6ybv5GNi7eSmZfO6FNH4gxLOvYZOYCFX6wCpzOq85x/x2jiPAkI4SEx/gK65h3ByjGfsGXVLmQsh36YENDldtCv4DpC4hYsGYjeLwKS1kxPTX7e3LijKHAOY3P912jCyYDkU+iXcmL7p/mBUIRCQXxnUpxJJCQkcH5B5Ln9fj9Dhw5t/vvOO+/k3HPP5e6772bEiBGcckrsAqQnn3ySGTNmMH36dFwuFw899BBvvPFG1H5HHnkkjz/+OACLFi3i8ssvZ+fOnbz++utomkZJSQl5eS21Knl5eZSUlByAO//148w+A5nYpTsvrlrGvF07CRkmu2prkdiptm5Nw61pfHD2+VTojexprGdQeg7dktIoGlrHX76awaLSXaiWypQ+/fjbpKPwOB08cdbJVDX6KGvwUpCWQvx+1A64NI3/O/FYbv90Brpp2loWotVKolWYTSqC80cO5aUtK2KuiISES/seFnHu28aN54G5c5prdzRFIcHp5M+jjuauhTNsepgw8l2p3DJyHPFOJ/8Ycyzq4PkkJCRwy8hxEdf5ufp2Y2MjDz74IDNnzoxwOx2svt1hKH4ihBAMHNePgeOiNaGv+L8LWPHtWkIhHemwjYcAjvvdOE698sqo/U+8YAwfvTSXYCudbABFVbAcGjn5aVx9y2RGjuhHuTfI1qq7sYeNiVPJwG9WIZvdSXYnV1t1dgE41EyGZt6BR8tiRPovQ97r8XhYuXJl1Pb77ruv3WNef/118vLymD59Oo7ws7z11lu59dZb93qtI444gnXr1rFhwwYuueQSTjjhhJgzyV9ak/hQQponjltHjefWUeMBqA8GeG/9WtZXVNAvI5Oz+w8k2e2mG5EsvPkpybx+7tnNz7ftM02PjyM9/oe5Gk/s14demRm8vWI1lV4fDpfKF1s3E2hVmOlUFCZ260Z+UhKpbjdljY1tziLJSUzk2gGRrAcXDRlK15QUnl26hDKvl7FdunDdyMPplJDIxILuvLJ6OcXeel5SVb457/J26Ula4+fq2/fccw8333wzCQmRinwHq293GIqDiIL++Ty7/N+8+c9prPt+E9ldM7nwrrMYPD7aqABk56dzz3+v4KGb/oe/MYhlWnTp3Ym7nruczNwUlFb0tFkJp5ARP5nG0GY0JQGPoysNoY1sq/4P1YH5CHQUOy8pDI20+CmMzfgHqvLrq1weOHAgK1eupLi4mG7dugHs14qiCf369SM+Pp61a9eSl5dHcXFx82fFxcXk5v7/SfexP0hyubli2P7XaB1oo9srI52/HTsRsAvv4r918O7atbhUFd2yGJSdzYPHH48Qgr8fOYmbZn7ebEgUIXCpDl456cyY2vGt3W6tkZOQyJ1jJgDwqlD2y0j8WPyYvr1o0SLef/99brvtNmpra1EUBbfbzZlnnnlw+raU8lf3c9hhh8nfMkzTlLu27JFlxdU/+hz1/nVyXdkNcnHRRLlq9wWyqvG7A9jCaMTHx0dtu+eee+RDDz20X/vuDU3nmTt3rhw4cKAsKSnZr+O2b98udV2XUkpZWFgoc3JyZEVFhZRSyhEjRsgFCxZIy7Lk5MmT5WeffdZ8HLBUdvTtQxrlXq+cs2OH3FZVFfXZkt3F8pKP3pcTX3tR3jzjc7mtOnqfH4JDsW/vrS0Ho293rCgOQSiKQn7Pn1Y3kOjuT3/3EweoRfuGz+eL8I3+6U9/AuD+++9n6tSpzduLi4uj/LiTJ0/mgQce2Kcfd9y4cTz88MOcdNJJzJw5k4yMjJj7NWHevHk88MADOBwOFEXh6aefbj7mmWee4dJLL8Xv93PCCSf8fxnI/jUjMz6ezPj4mJ+NyOnMK6ececCudSj27b3hYPTtXyXXkxCiAohOD/rlkAFEi1H88jgU23Uotgki21Ugpdw/nu0DjEOob/8avqdDCb+Wdv2ovv2rNBSHGoQQS+UvRCK3NxyK7ToU2wSHbrt+KRyqz6OjXT8MB6pdHZXZHehABzrQgb2iw1B0oAMd6EAH9ooOQ3Fg8Pwv3YB2cCi261BsExy67fqlcKg+j452/TAckHZ1xCg60IEOdKADe0XHiqIDHehABzqwV3QYig50oAMd6MBe0WEo9gNCiDQhxEwhxJbwvzEFm4UQk4UQm4QQW4UQd7Tafq8QokQIsTL885MY+Nq7TqvPhRDi8fDnq4UQw/f32F+wXYVCiDXh53NABdH3o119hRALhBBBIcSff8ixv2Z09OufpV2/jX79Y8q5/3/7Af4N3BH+/Q7gwRj7qMA2oDu2IvEqoH/4s3uBPx+gtrR7nVb7nAh8gc0DOApYtL/H/hLtCn9WCGQchO9uf9qVBYwE/tn6ezqYz+tQ+Ono1x39en+fV8eKYv9wKvBq+PdXgdNi7HM4sFVKuV1KGQLeDh93oLE/1zkVeE3aWAikCCFyDnIbf0q7Dib22S4pZbmUcgmg/9Bjf+Xo6NcHt10HEz9rv+4wFPuHbCllKUD436wY+3QGilr9XRze1oQbwsvSl9pb4u8n9nWdve2zP8f+Eu0Cmxd9hhBimRDi6gPUpv1t18E49teAjn59cNsFv5F+3WEowhBCfC2EWBvjZ39nJrG4lZtyj58BegBDgVLgPz+lqXu5zr722Z9jfyx+SrsAxkophwMnANcLIY78Gdt1MI49JNDRr38yOvo1HXoUzZBSHtPeZ0KIMiFEjpSyNLykLI+xWzGQ3+rvPGB3+Nxlrc71AvDpT2hqu9fZj32c+3HsL9EupJRN/5YLIT7EXh7P+ZnadTCOPSTQ0a9/Mjr6NR0riv3Fx8Al4d8vAT6Ksc8SoJcQopsQwgmcFz6ONv7K04G1P6Et7V6nTXsvDmdjjALqwq6F/Tn2Z2+XECJeCJEIIISIB47jpz2jH9qug3HsrwEd/fogtus31a8PdDT+t/gDpAPfAFvC/6aFt+cCn7fa70RgM3ZGwV9bbX8dWAOsDn8hOT+xPVHXAa4Frg3/LoCnwp+vAUbsq40H6Dn9qHZhZ1+sCv+s+wXa1Ql7llUP1IZ/TzrYz+uX/uno1x39en+fVweFRwc60IEOdGCv6HA9daADHehAB/aKDkPRgQ50oAMd2Cs6DEUHOtCBDnRgr+gwFB3oQAc60IG9osNQdKADHehAB/aKDkPRgQ50oAMd2Cs6DEUHOtCBDnRgr/h/tae1I5pw1kgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for index, k in enumerate((10,20,30,40)):\n",
    "    plt.subplot(2,2,index+1)\n",
    "    trans_data = manifold.LocallyLinearEmbedding(n_neighbors = k, n_components = 2,\n",
    "                                method='standard').fit_transform(train_data)\n",
    "    plt.scatter(trans_data[:, 0], trans_data[:, 1], marker='o', c=colors)\n",
    "    plt.text(.99, .01, ('LLE: k=%d' % (k)),\n",
    "                 transform=plt.gca().transAxes, size=10,\n",
    "                 horizontalalignment='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for index, k in enumerate((10,20,30,40)):\n",
    "    plt.subplot(2,2,index+1)\n",
    "    trans_data = manifold.LocallyLinearEmbedding(n_neighbors = k, n_components = 2,\n",
    "                                method='hessian').fit_transform(train_data)\n",
    "    plt.scatter(trans_data[:, 0], trans_data[:, 1], marker='o', c=colors)\n",
    "    plt.text(.99, .01, ('HLLE: k=%d' % (k)),\n",
    "                 transform=plt.gca().transAxes, size=10,\n",
    "                 horizontalalignment='right')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "c97c43c8d76045a47483a85454011ce94a7b4afc91eccf436f9135cae0c247ce"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
